Overview

Brought to you by YData

Dataset statistics

Number of variables	57
Number of observations	20042
Missing cells	257523
Missing cells (%)	22.5%
Duplicate rows	28
Duplicate rows (%)	0.1%
Total size in memory	49.1 MiB
Average record size in memory	2.5 KiB

Variable types

Categorical	14
Text	17
Numeric	18
DateTime	1
Unsupported	7

Alerts

Dataset has 28 (0.1%) duplicate rows	Duplicates
`A-` is highly overall correlated with `B+` and 1 other fields	High correlation
`Average Grade` is highly overall correlated with `B` and 4 other fields	High correlation
`B` is highly overall correlated with `Average Grade` and 1 other fields	High correlation
`B+` is highly overall correlated with `A-` and 2 other fields	High correlation
`B-` is highly overall correlated with `A-` and 4 other fields	High correlation
`C` is highly overall correlated with `Average Grade` and 2 other fields	High correlation
`C+` is highly overall correlated with `Average Grade` and 3 other fields	High correlation
`C-` is highly overall correlated with `Average Grade` and 2 other fields	High correlation
`Course` is highly overall correlated with `Number`	High correlation
`Credit Hours` is highly overall correlated with `Section Credit Hours`	High correlation
`D` is highly overall correlated with `C`	High correlation
`Number` is highly overall correlated with `Course`	High correlation
`Sched Type` is highly overall correlated with `Type`	High correlation
`Section Credit Hours` is highly overall correlated with `Credit Hours`	High correlation
`Section Status` is highly overall correlated with `Status Code`	High correlation
`Status Code` is highly overall correlated with `Section Status`	High correlation
`Term` is highly overall correlated with `YearTerm` and 1 other fields	High correlation
`Type` is highly overall correlated with `Sched Type`	High correlation
`Year` is highly overall correlated with `YearTerm` and 1 other fields	High correlation
`YearTerm` is highly overall correlated with `Term` and 2 other fields	High correlation
`source_file` is highly overall correlated with `Term` and 2 other fields	High correlation
`Credit Hours` is highly imbalanced (54.9%)	Imbalance
`Status Code` is highly imbalanced (99.7%)	Imbalance
`Part of Term` is highly imbalanced (60.6%)	Imbalance
`Section Status` is highly imbalanced (99.7%)	Imbalance
`Section Info` has 4055 (20.2%) missing values	Missing
`Degree Attributes` has 14998 (74.8%) missing values	Missing
`Schedule Information` has 16724 (83.4%) missing values	Missing
`Section_x` has 1061 (5.3%) missing values	Missing
`Part of Term` has 359 (1.8%) missing values	Missing
`Section Title` has 18703 (93.3%) missing values	Missing
`Section Credit Hours` has 15449 (77.1%) missing values	Missing
`End Time` has 2900 (14.5%) missing values	Missing
`Days of Week` has 2855 (14.2%) missing values	Missing
`Room` has 7703 (38.4%) missing values	Missing
`Building` has 7703 (38.4%) missing values	Missing
`Course` has 20042 (100.0%) missing values	Missing
`Course Subject` has 20042 (100.0%) missing values	Missing
`Course Number` has 20042 (100.0%) missing values	Missing
`Course Section` has 6848 (34.2%) missing values	Missing
`A Range` has 20042 (100.0%) missing values	Missing
`B Range` has 20042 (100.0%) missing values	Missing
`C Range` has 20042 (100.0%) missing values	Missing
`D Range` has 20042 (100.0%) missing values	Missing
`Section_y` has 17781 (88.7%) missing values	Missing
`Course` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Course Subject` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Course Number` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`A Range` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`B Range` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`C Range` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`D Range` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`A+` has 5049 (25.2%) zeros	Zeros
`A-` has 2918 (14.6%) zeros	Zeros
`B+` has 3856 (19.2%) zeros	Zeros
`B` has 3123 (15.6%) zeros	Zeros
`B-` has 8033 (40.1%) zeros	Zeros
`C+` has 10484 (52.3%) zeros	Zeros
`C` has 9463 (47.2%) zeros	Zeros
`C-` has 13344 (66.6%) zeros	Zeros
`D+` has 15896 (79.3%) zeros	Zeros
`D` has 14328 (71.5%) zeros	Zeros
`D-` has 16846 (84.1%) zeros	Zeros
`F` has 11338 (56.6%) zeros	Zeros
`W` has 17728 (88.5%) zeros	Zeros

Reproduction

Analysis started	2025-05-12 01:40:53.134532
Analysis finished	2025-05-12 01:41:42.951523
Duration	49.82 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Year
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

2022	5191
2023	5141
2021	5126
2020	4584

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	80168
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2022	5191	25.9%
2023	5141	25.7%
2021	5126	25.6%
2020	4584	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	5191	25.9%
2023	5141	25.7%
2021	5126	25.6%
2020	4584	22.9%

Most occurring characters

Value	Count	Frequency (%)
2	45275	56.5%
0	24626	30.7%
3	5141	6.4%
1	5126	6.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	80168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	45275	56.5%
0	24626	30.7%
3	5141	6.4%
1	5126	6.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	80168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	45275	56.5%
0	24626	30.7%
3	5141	6.4%
1	5126	6.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	80168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	45275	56.5%
0	24626	30.7%
3	5141	6.4%
1	5126	6.4%

Term
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

FALL	10917
SPRING	9125

Length

Max length	6
Median length	4
Mean length	4.9105878
Min length	4

Characters and Unicode

Total characters	98418
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FALL
2nd row	FALL
3rd row	FALL
4th row	FALL
5th row	FALL

Common Values

Value	Count	Frequency (%)
FALL	10917	54.5%
SPRING	9125	45.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fall	10917	54.5%
spring	9125	45.5%

Most occurring characters

Value	Count	Frequency (%)
L	21834	22.2%
F	10917	11.1%
A	10917	11.1%
S	9125	9.3%
P	9125	9.3%
R	9125	9.3%
I	9125	9.3%
N	9125	9.3%
G	9125	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	98418	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	21834	22.2%
F	10917	11.1%
A	10917	11.1%
S	9125	9.3%
P	9125	9.3%
R	9125	9.3%
I	9125	9.3%
N	9125	9.3%
G	9125	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	98418	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	21834	22.2%
F	10917	11.1%
A	10917	11.1%
S	9125	9.3%
P	9125	9.3%
R	9125	9.3%
I	9125	9.3%
N	9125	9.3%
G	9125	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	98418	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	21834	22.2%
F	10917	11.1%
A	10917	11.1%
S	9125	9.3%
P	9125	9.3%
R	9125	9.3%
I	9125	9.3%
N	9125	9.3%
G	9125	9.3%

YearTerm
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

2021-fa	2865
2023-fa	2841
2022-fa	2807
2020-fa	2404
2022-sp	2384
Other values (3)	6741

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	140294
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020-fa
2nd row	2020-fa
3rd row	2020-fa
4th row	2020-fa
5th row	2020-fa

Common Values

Value	Count	Frequency (%)
2021-fa	2865	14.3%
2023-fa	2841	14.2%
2022-fa	2807	14.0%
2020-fa	2404	12.0%
2022-sp	2384	11.9%
2023-sp	2300	11.5%
2021-sp	2261	11.3%
2020-sp	2180	10.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021-fa	2865	14.3%
2023-fa	2841	14.2%
2022-fa	2807	14.0%
2020-fa	2404	12.0%
2022-sp	2384	11.9%
2023-sp	2300	11.5%
2021-sp	2261	11.3%
2020-sp	2180	10.9%

Most occurring characters

Value	Count	Frequency (%)
2	45275	32.3%
0	24626	17.6%
-	20042	14.3%
f	10917	7.8%
a	10917	7.8%
p	9125	6.5%
s	9125	6.5%
3	5141	3.7%
1	5126	3.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	140294	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	45275	32.3%
0	24626	17.6%
-	20042	14.3%
f	10917	7.8%
a	10917	7.8%
p	9125	6.5%
s	9125	6.5%
3	5141	3.7%
1	5126	3.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	140294	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	45275	32.3%
0	24626	17.6%
-	20042	14.3%
f	10917	7.8%
a	10917	7.8%
p	9125	6.5%
s	9125	6.5%
3	5141	3.7%
1	5126	3.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	140294	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	45275	32.3%
0	24626	17.6%
-	20042	14.3%
f	10917	7.8%
a	10917	7.8%
p	9125	6.5%
s	9125	6.5%
3	5141	3.7%
1	5126	3.7%

Subject_x
Text

Distinct	157
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Length

Max length	4
Median length	4
Mean length	3.3756112
Min length	2

Characters and Unicode

Total characters	67654
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	0.1%

Sample

1st row	AAS
2nd row	AAS
3rd row	AAS
4th row	AAS
5th row	AAS

Value	Count	Frequency (%)
econ	931	4.6%
badm	923	4.6%
accy	787	3.9%
mcb	701	3.5%
psyc	690	3.4%
math	613	3.1%
cs	591	2.9%
ece	590	2.9%
cmn	519	2.6%
fin	496	2.5%
Other values (147)	13201	65.9%

Most occurring characters

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Number
Real number (ℝ)

High correlation

Distinct	508
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	307.99736

Minimum	100
Maximum	798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	100
5-th percentile	100
Q1	196
median	301
Q3	437
95-th percentile	571
Maximum	798
Range	698
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	156.10712
Coefficient of variation (CV)	0.50684566
Kurtosis	-0.99884377
Mean	307.99736
Median Absolute Deviation (MAD)	131
Skewness	0.24380412
Sum	6172883
Variance	24369.434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1211	6.0%
101	1185	5.9%
102	361	1.8%
201	320	1.6%
103	285	1.4%
150	248	1.2%
250	245	1.2%
202	221	1.1%
199	216	1.1%
104	213	1.1%
Other values (498)	15537	77.5%

Value	Count	Frequency (%)
100	1211	6.0%
101	1185	5.9%
102	361	1.8%
103	285	1.4%
104	213	1.1%
105	78	0.4%
106	16	0.1%
107	31	0.2%
108	21	0.1%
109	37	0.2%

Value	Count	Frequency (%)
798	1	< 0.1%
797	6	< 0.1%
796	3	< 0.1%
795	2	< 0.1%
794	8	< 0.1%
792	18	0.1%
694	4	< 0.1%
686	3	< 0.1%
684	3	< 0.1%
682	7	< 0.1%

Name
Text

Distinct	3021
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

Length

Max length	99
Median length	72
Mean length	26.273775
Min length	3

Characters and Unicode

Total characters	526579
Distinct characters	78
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	670 ?
Unique (%)	3.3%

Sample

1st row	Intro Asian American Studies
2nd row	Intro Asian American Studies
3rd row	Intro Asian American Studies
4th row	Intro Asian American Studies
5th row	Intro Asian American Studies

Value	Count	Frequency (%)
and	3139	4.4%
to	2170	3.0%
in	1955	2.7%
amp	1855	2.6%
of	1757	2.5%
intro	1300	1.8%
introduction	1225	1.7%
i	921	1.3%
the	817	1.1%
design	753	1.1%
Other values (2201)	55403	77.7%

Most occurring characters

Value	Count	Frequency (%)
	51253	9.7%
i	42161	8.0%
n	40905	7.8%
e	39051	7.4%
o	35232	6.7%
a	35040	6.7%
t	33441	6.4%
r	27552	5.2%
s	25316	4.8%
c	23218	4.4%
Other values (68)	173410	32.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	526579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	51253	9.7%
i	42161	8.0%
n	40905	7.8%
e	39051	7.4%
o	35232	6.7%
a	35040	6.7%
t	33441	6.4%
r	27552	5.2%
s	25316	4.8%
c	23218	4.4%
Other values (68)	173410	32.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	526579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	51253	9.7%
i	42161	8.0%
n	40905	7.8%
e	39051	7.4%
o	35232	6.7%
a	35040	6.7%
t	33441	6.4%
r	27552	5.2%
s	25316	4.8%
c	23218	4.4%
Other values (68)	173410	32.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	526579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	51253	9.7%
i	42161	8.0%
n	40905	7.8%
e	39051	7.4%
o	35232	6.7%
a	35040	6.7%
t	33441	6.4%
r	27552	5.2%
s	25316	4.8%
c	23218	4.4%
Other values (68)	173410	32.9%

Description
Text

Distinct	3510
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Memory size	9.5 MiB

Length

Max length	1858
Median length	834
Mean length	423.53563
Min length	16

Characters and Unicode

Total characters	8488501
Distinct characters	95
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	925 ?
Unique (%)	4.6%

Sample

1st row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
2nd row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
3rd row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
4th row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.
5th row	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.

Value	Count	Frequency (%)
and	84153	7.0%
of	55530	4.6%
the	45933	3.8%
to	26303	2.2%
in	25017	2.1%
for	16378	1.4%
or	14665	1.2%
a	12302	1.0%
hours	12005	1.0%
prerequisite	11145	0.9%
Other values (12276)	903061	74.9%

Most occurring characters

Value	Count	Frequency (%)
	1186867	14.0%
e	752554	8.9%
i	590604	7.0%
n	564372	6.6%
t	555303	6.5%
a	539230	6.4%
o	521903	6.1%
s	490670	5.8%
r	467397	5.5%
c	292502	3.4%
Other values (85)	2527099	29.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8488501	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1186867	14.0%
e	752554	8.9%
i	590604	7.0%
n	564372	6.6%
t	555303	6.5%
a	539230	6.4%
o	521903	6.1%
s	490670	5.8%
r	467397	5.5%
c	292502	3.4%
Other values (85)	2527099	29.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8488501	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1186867	14.0%
e	752554	8.9%
i	590604	7.0%
n	564372	6.6%
t	555303	6.5%
a	539230	6.4%
o	521903	6.1%
s	490670	5.8%
r	467397	5.5%
c	292502	3.4%
Other values (85)	2527099	29.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8488501	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1186867	14.0%
e	752554	8.9%
i	590604	7.0%
n	564372	6.6%
t	555303	6.5%
a	539230	6.4%
o	521903	6.1%
s	490670	5.8%
r	467397	5.5%
c	292502	3.4%
Other values (85)	2527099	29.8%

Credit Hours
Categorical

High correlation Imbalance

Distinct	49
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

3 hours.	10378
4 hours.	3533
3 OR 4 hours.	1732
2 hours.	1049
1 hours.	1049
Other values (44)	2301

Length

Max length	15
Median length	8
Mean length	8.946662
Min length	8

Characters and Unicode

Total characters	179309
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	3 hours.
2nd row	3 hours.
3rd row	3 hours.
4th row	3 hours.
5th row	3 hours.

Common Values

Value	Count	Frequency (%)
3 hours.	10378	51.8%
4 hours.	3533	17.6%
3 OR 4 hours.	1732	8.6%
2 hours.	1049	5.2%
1 hours.	1049	5.2%
2 OR 4 hours.	461	2.3%
2 TO 4 hours.	246	1.2%
1 TO 4 hours.	192	1.0%
0 TO 4 hours.	161	0.8%
1 OR 2 hours.	152	0.8%
Other values (39)	1089	5.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
hours	20042	42.1%
3	12446	26.2%
4	6531	13.7%
or	2549	5.4%
2	2080	4.4%
1	1768	3.7%
to	1194	2.5%
0	351	0.7%
5	316	0.7%
8	60	0.1%
Other values (12)	233	0.5%

Most occurring characters

Value	Count	Frequency (%)
	27528	15.4%
o	20312	11.3%
r	20164	11.2%
.	20163	11.2%
h	20042	11.2%
s	20042	11.2%
u	20042	11.2%
3	12488	7.0%
4	6539	3.6%
O	3473	1.9%
Other values (11)	8516	4.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	179309	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	27528	15.4%
o	20312	11.3%
r	20164	11.2%
.	20163	11.2%
h	20042	11.2%
s	20042	11.2%
u	20042	11.2%
3	12488	7.0%
4	6539	3.6%
O	3473	1.9%
Other values (11)	8516	4.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	179309	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	27528	15.4%
o	20312	11.3%
r	20164	11.2%
.	20163	11.2%
h	20042	11.2%
s	20042	11.2%
u	20042	11.2%
3	12488	7.0%
4	6539	3.6%
O	3473	1.9%
Other values (11)	8516	4.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	179309	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	27528	15.4%
o	20312	11.3%
r	20164	11.2%
.	20163	11.2%
h	20042	11.2%
s	20042	11.2%
u	20042	11.2%
3	12488	7.0%
4	6539	3.6%
O	3473	1.9%
Other values (11)	8516	4.7%

Section Info
Text

Missing

Distinct	2515
Distinct (%)	15.7%
Missing	4055
Missing (%)	20.2%
Memory size	2.5 MiB

Length

Max length	586
Median length	339
Mean length	100.45087
Min length	12

Characters and Unicode

Total characters	1605908
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	649 ?
Unique (%)	4.1%

Sample

1st row	Same as LLS 200.
2nd row	May be repeated to a maximum of 12 hours.
3rd row	Prerequisite: One of MATH 220, MATH 221, MATH 234.
4th row	Same as TSM 430. 2 undergraduate hours. 2 graduate hours.
5th row	3 undergraduate hours. 4 graduate hours. Credit is not given for both ABE 436 and TSM 438. Prerequisite: PHYS 211.

Value	Count	Frequency (%)
or	12637	4.7%
hours	11522	4.3%
prerequisite	11103	4.1%
and	8771	3.3%
credit	8245	3.1%
of	7382	2.8%
graduate	6773	2.5%
for	6108	2.3%
4	5661	2.1%
math	5489	2.1%
Other values (1765)	184014	68.7%

Most occurring characters

Value	Count	Frequency (%)
	251824	15.7%
e	136661	8.5%
r	119426	7.4%
t	91376	5.7%
o	87139	5.4%
i	79755	5.0%
a	72407	4.5%
n	69074	4.3%
s	65890	4.1%
u	57440	3.6%
Other values (66)	574916	35.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1605908	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	251824	15.7%
e	136661	8.5%
r	119426	7.4%
t	91376	5.7%
o	87139	5.4%
i	79755	5.0%
a	72407	4.5%
n	69074	4.3%
s	65890	4.1%
u	57440	3.6%
Other values (66)	574916	35.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1605908	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	251824	15.7%
e	136661	8.5%
r	119426	7.4%
t	91376	5.7%
o	87139	5.4%
i	79755	5.0%
a	72407	4.5%
n	69074	4.3%
s	65890	4.1%
u	57440	3.6%
Other values (66)	574916	35.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1605908	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	251824	15.7%
e	136661	8.5%
r	119426	7.4%
t	91376	5.7%
o	87139	5.4%
i	79755	5.0%
a	72407	4.5%
n	69074	4.3%
s	65890	4.1%
u	57440	3.6%
Other values (66)	574916	35.8%

Degree Attributes
Text

Missing

Distinct	59
Distinct (%)	1.2%
Missing	14998
Missing (%)	74.8%
Memory size	972.7 KiB

Length

Max length	99
Median length	94
Mean length	45.292823
Min length	21

Characters and Unicode

Total characters	228457
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.2%

Sample

1st row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
2nd row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
3rd row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
4th row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.
5th row	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.

Value	Count	Frequency (%)
	9070	22.2%
course	5044	12.4%
sci	3465	8.5%
studies	1850	4.5%
cultural	1850	4.5%
and	1845	4.5%
beh	1809	4.4%
humanities	1594	3.9%
social	1449	3.5%
soc	1089	2.7%
Other values (28)	11771	28.8%

Most occurring characters

Value	Count	Frequency (%)
	35792	15.7%
i	18225	8.0%
e	16248	7.1%
s	13584	5.9%
c	13426	5.9%
t	13100	5.7%
u	12953	5.7%
o	11625	5.1%
a	10371	4.5%
n	9555	4.2%
Other values (34)	73578	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	228457	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	35792	15.7%
i	18225	8.0%
e	16248	7.1%
s	13584	5.9%
c	13426	5.9%
t	13100	5.7%
u	12953	5.7%
o	11625	5.1%
a	10371	4.5%
n	9555	4.2%
Other values (34)	73578	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	228457	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	35792	15.7%
i	18225	8.0%
e	16248	7.1%
s	13584	5.9%
c	13426	5.9%
t	13100	5.7%
u	12953	5.7%
o	11625	5.1%
a	10371	4.5%
n	9555	4.2%
Other values (34)	73578	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	228457	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	35792	15.7%
i	18225	8.0%
e	16248	7.1%
s	13584	5.9%
c	13426	5.9%
t	13100	5.7%
u	12953	5.7%
o	11625	5.1%
a	10371	4.5%
n	9555	4.2%
Other values (34)	73578	32.2%

Schedule Information
Text

Missing

Distinct	174
Distinct (%)	5.2%
Missing	16724
Missing (%)	83.4%
Memory size	1.1 MiB

Length

Max length	659
Median length	334
Mean length	116.7824
Min length	11

Characters and Unicode

Total characters	387484
Distinct characters	74
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25 ?
Unique (%)	0.8%

Sample

1st row	Students must register for one lecture and one discussion.
2nd row	Students must register for one lecture and one discussion.
3rd row	Students must register for one discussion and one lecture section.
4th row	Students must register for one discussion and one lecture section.
5th row	Students must register for one lecture/discussion section and one lab/discussion section. Not for graduate credit.

Value	Count	Frequency (%)
one	4037	6.8%
and	3319	5.6%
for	3235	5.5%
students	3116	5.3%
section	2513	4.3%
must	2402	4.1%
register	2178	3.7%
lecture	2157	3.7%
the	1517	2.6%
discussion	1472	2.5%
Other values (572)	33149	56.1%

Most occurring characters

Value	Count	Frequency (%)
	55808	14.4%
e	40842	10.5%
t	29207	7.5%
n	28081	7.2%
s	27620	7.1%
i	24790	6.4%
o	24142	6.2%
r	24028	6.2%
u	14761	3.8%
a	14585	3.8%
Other values (64)	103620	26.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	387484	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	55808	14.4%
e	40842	10.5%
t	29207	7.5%
n	28081	7.2%
s	27620	7.1%
i	24790	6.4%
o	24142	6.2%
r	24028	6.2%
u	14761	3.8%
a	14585	3.8%
Other values (64)	103620	26.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	387484	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	55808	14.4%
e	40842	10.5%
t	29207	7.5%
n	28081	7.2%
s	27620	7.1%
i	24790	6.4%
o	24142	6.2%
r	24028	6.2%
u	14761	3.8%
a	14585	3.8%
Other values (64)	103620	26.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	387484	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	55808	14.4%
e	40842	10.5%
t	29207	7.5%
n	28081	7.2%
s	27620	7.1%
i	24790	6.4%
o	24142	6.2%
r	24028	6.2%
u	14761	3.8%
a	14585	3.8%
Other values (64)	103620	26.7%

CRN
Real number (ℝ)

Distinct	8096
Distinct (%)	40.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53465.403

Minimum	10051
Maximum	78820
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	10051
5-th percentile	31048
Q1	37449.75
median	55467.5
Q3	67918.75
95-th percentile	74665.9
Maximum	78820
Range	68769
Interquartile range (IQR)	30469

Descriptive statistics

Standard deviation	15369.237
Coefficient of variation (CV)	0.28746136
Kurtosis	-1.4406977
Mean	53465.403
Median Absolute Deviation (MAD)	14775.5
Skewness	-0.11581966
Sum	1.0715536 × 10⁹
Variance	2.3621346 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53068	28	0.1%
53066	24	0.1%
55158	22	0.1%
53203	19	0.1%
32838	15	0.1%
65138	13	0.1%
35803	12	0.1%
56271	12	0.1%
75873	12	0.1%
63134	11	0.1%
Other values (8086)	19874	99.2%

Value	Count	Frequency (%)
10051	2	< 0.1%
11484	1	< 0.1%
15375	1	< 0.1%
20680	1	< 0.1%
22099	2	< 0.1%
27106	1	< 0.1%
27137	1	< 0.1%
29649	4	< 0.1%
29650	2	< 0.1%
29656	4	< 0.1%

Value	Count	Frequency (%)
78820	1	< 0.1%
78770	1	< 0.1%
78742	1	< 0.1%
78664	1	< 0.1%
78662	1	< 0.1%
78661	1	< 0.1%
78660	1	< 0.1%
78644	2	< 0.1%
78636	1	< 0.1%
78635	1	< 0.1%

Section_x
Text

Missing

Distinct	1443
Distinct (%)	7.6%
Missing	1061
Missing (%)	5.3%
Memory size	1.1 MiB

Length

Max length	3
Median length	2
Mean length	2.094779
Min length	1

Characters and Unicode

Total characters	39761
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	473 ?
Unique (%)	2.5%

Sample

1st row	AD1
2nd row	AD2
3rd row	AD3
4th row	AD4
5th row	AD5

Value	Count	Frequency (%)
a	3633	19.1%
al1	1490	7.8%
b	892	4.7%
c	447	2.4%
onl	365	1.9%
d	321	1.7%
e	247	1.3%
f	187	1.0%
ad1	186	1.0%
al2	183	1.0%
Other values (1429)	11030	58.1%

Most occurring characters

Value	Count	Frequency (%)
A	9907	24.9%
1	4154	10.4%
L	3375	8.5%
D	3375	8.5%
B	2333	5.9%
O	1471	3.7%
3	1471	3.7%
2	1416	3.6%
C	1405	3.5%
E	1315	3.3%
Other values (28)	9539	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39761	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	9907	24.9%
1	4154	10.4%
L	3375	8.5%
D	3375	8.5%
B	2333	5.9%
O	1471	3.7%
3	1471	3.7%
2	1416	3.6%
C	1405	3.5%
E	1315	3.3%
Other values (28)	9539	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39761	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	9907	24.9%
1	4154	10.4%
L	3375	8.5%
D	3375	8.5%
B	2333	5.9%
O	1471	3.7%
3	1471	3.7%
2	1416	3.6%
C	1405	3.5%
E	1315	3.3%
Other values (28)	9539	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39761	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	9907	24.9%
1	4154	10.4%
L	3375	8.5%
D	3375	8.5%
B	2333	5.9%
O	1471	3.7%
3	1471	3.7%
2	1416	3.6%
C	1405	3.5%
E	1315	3.3%
Other values (28)	9539	24.0%

Status Code
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

A	20038
P	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20042
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	20038	> 99.9%
p	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Part of Term
Categorical

Imbalance Missing

Distinct	4
Distinct (%)	< 0.1%
Missing	359
Missing (%)	1.8%
Memory size	1.1 MiB

1	16873
A	1324
B	1190
LF	296

Length

Max length	2
Median length	1
Mean length	1.0150384
Min length	1

Characters and Unicode

Total characters	19979
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	16873	84.2%
A	1324	6.6%
B	1190	5.9%
LF	296	1.5%
(Missing)	359	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	16873	85.7%
a	1324	6.7%
b	1190	6.0%
lf	296	1.5%

Most occurring characters

Value	Count	Frequency (%)
1	16873	84.5%
A	1324	6.6%
B	1190	6.0%
L	296	1.5%
F	296	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19979	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	16873	84.5%
A	1324	6.6%
B	1190	6.0%
L	296	1.5%
F	296	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19979	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	16873	84.5%
A	1324	6.6%
B	1190	6.0%
L	296	1.5%
F	296	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19979	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	16873	84.5%
A	1324	6.6%
B	1190	6.0%
L	296	1.5%
F	296	1.5%

Section Title
Text

Missing

Distinct	636
Distinct (%)	47.5%
Missing	18703
Missing (%)	93.3%
Memory size	689.6 KiB

Length

Max length	30
Median length	25
Mean length	23.230022
Min length	4

Characters and Unicode

Total characters	31105
Distinct characters	73
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	361 ?
Unique (%)	27.0%

Sample

1st row	Water in the Global Environ
2nd row	Accounting Analysis I A
3rd row	Accounting Analysis I B
4th row	Accounting Analysis I A
5th row	Accounting Analysis I B

Value	Count	Frequency (%)
	212	4.7%
and	112	2.5%
in	100	2.2%
for	82	1.8%
of	77	1.7%
data	76	1.7%
learning	55	1.2%
design	53	1.2%
analysis	50	1.1%
the	50	1.1%
Other values (953)	3626	80.7%

Most occurring characters

Value	Count	Frequency (%)
	3152	10.1%
e	2400	7.7%
n	2340	7.5%
i	2209	7.1%
a	2037	6.5%
o	1886	6.1%
t	1758	5.7%
r	1648	5.3%
s	1415	4.5%
c	1192	3.8%
Other values (63)	11068	35.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31105	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3152	10.1%
e	2400	7.7%
n	2340	7.5%
i	2209	7.1%
a	2037	6.5%
o	1886	6.1%
t	1758	5.7%
r	1648	5.3%
s	1415	4.5%
c	1192	3.8%
Other values (63)	11068	35.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31105	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3152	10.1%
e	2400	7.7%
n	2340	7.5%
i	2209	7.1%
a	2037	6.5%
o	1886	6.1%
t	1758	5.7%
r	1648	5.3%
s	1415	4.5%
c	1192	3.8%
Other values (63)	11068	35.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31105	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3152	10.1%
e	2400	7.7%
n	2340	7.5%
i	2209	7.1%
a	2037	6.5%
o	1886	6.1%
t	1758	5.7%
r	1648	5.3%
s	1415	4.5%
c	1192	3.8%
Other values (63)	11068	35.6%

Section Credit Hours
Categorical

High correlation Missing

Distinct	8
Distinct (%)	0.2%
Missing	15449
Missing (%)	77.1%
Memory size	1.2 MiB

3 hours	2211
4 hours	1358
1 hours	515
2 hours	489
5 hours	9
Other values (3)	11

Length

Max length	9
Median length	7
Mean length	7.0037013
Min length	7

Characters and Unicode

Total characters	32168
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	3 hours
2nd row	3 hours
3rd row	3 hours
4th row	3 hours
5th row	3 hours

Common Values

Value	Count	Frequency (%)
3 hours	2211	11.0%
4 hours	1358	6.8%
1 hours	515	2.6%
2 hours	489	2.4%
5 hours	9	< 0.1%
4.5 hours	8	< 0.1%
8 hours	2	< 0.1%
12 hours	1	< 0.1%
(Missing)	15449	77.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hours	4593	50.0%
3	2211	24.1%
4	1358	14.8%
1	515	5.6%
2	489	5.3%
5	9	0.1%
4.5	8	0.1%
8	2	< 0.1%
12	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
	4593	14.3%
o	4593	14.3%
h	4593	14.3%
u	4593	14.3%
r	4593	14.3%
s	4593	14.3%
3	2211	6.9%
4	1366	4.2%
1	516	1.6%
2	490	1.5%
Other values (3)	27	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	4593	14.3%
o	4593	14.3%
h	4593	14.3%
u	4593	14.3%
r	4593	14.3%
s	4593	14.3%
3	2211	6.9%
4	1366	4.2%
1	516	1.6%
2	490	1.5%
Other values (3)	27	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	4593	14.3%
o	4593	14.3%
h	4593	14.3%
u	4593	14.3%
r	4593	14.3%
s	4593	14.3%
3	2211	6.9%
4	1366	4.2%
1	516	1.6%
2	490	1.5%
Other values (3)	27	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	4593	14.3%
o	4593	14.3%
h	4593	14.3%
u	4593	14.3%
r	4593	14.3%
s	4593	14.3%
3	2211	6.9%
4	1366	4.2%
1	516	1.6%
2	490	1.5%
Other values (3)	27	0.1%

Section Status
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

A	20038
P	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	20042
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	A

Common Values

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	20038	> 99.9%
p	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20042	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	20038	> 99.9%
P	4	< 0.1%

Enrollment Status
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

UNKNOWN	5045
Open (Restricted)	4408
Open	4224
Closed	4107
CrossListOpen (Restricted)	1286

Length

Max length	26
Median length	13
Mean length	9.8723181
Min length	4

Characters and Unicode

Total characters	197861
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Open
2nd row	Open
3rd row	Open
4th row	Open
5th row	Closed

Common Values

Value	Count	Frequency (%)
UNKNOWN	5045	25.2%
Open (Restricted)	4408	22.0%
Open	4224	21.1%
Closed	4107	20.5%
CrossListOpen (Restricted)	1286	6.4%
CrossListOpen	972	4.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
open	8632	33.5%
restricted	5694	22.1%
unknown	5045	19.6%
closed	4107	16.0%
crosslistopen	2258	8.8%

Most occurring characters

Value	Count	Frequency (%)
e	26385	13.3%
s	16575	8.4%
O	15935	8.1%
N	15135	7.6%
t	13646	6.9%
p	10890	5.5%
n	10890	5.5%
d	9801	5.0%
i	7952	4.0%
r	7952	4.0%
Other values (12)	62700	31.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	197861	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	26385	13.3%
s	16575	8.4%
O	15935	8.1%
N	15135	7.6%
t	13646	6.9%
p	10890	5.5%
n	10890	5.5%
d	9801	5.0%
i	7952	4.0%
r	7952	4.0%
Other values (12)	62700	31.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	197861	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	26385	13.3%
s	16575	8.4%
O	15935	8.1%
N	15135	7.6%
t	13646	6.9%
p	10890	5.5%
n	10890	5.5%
d	9801	5.0%
i	7952	4.0%
r	7952	4.0%
Other values (12)	62700	31.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	197861	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	26385	13.3%
s	16575	8.4%
O	15935	8.1%
N	15135	7.6%
t	13646	6.9%
p	10890	5.5%
n	10890	5.5%
d	9801	5.0%
i	7952	4.0%
r	7952	4.0%
Other values (12)	62700	31.7%

Type
Categorical

High correlation

Distinct	18
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

Lecture-Discussion	6612
Online	4571
Lecture	2883
Discussion/Recitation	2179
Online Lecture	1678
Other values (13)	2119

Length

Max length	25
Median length	21
Mean length	13.202475
Min length	4

Characters and Unicode

Total characters	264604
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Online Discussion
2nd row	Online Discussion
3rd row	Online Discussion
4th row	Online Discussion
5th row	Online Discussion

Common Values

Value	Count	Frequency (%)
Lecture-Discussion	6612	33.0%
Online	4571	22.8%
Lecture	2883	14.4%
Discussion/Recitation	2179	10.9%
Online Lecture	1678	8.4%
Online Discussion	827	4.1%
Laboratory	760	3.8%
Online Lab	208	1.0%
Laboratory-Discussion	140	0.7%
Practice	64	0.3%
Other values (8)	120	0.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
online	7314	32.0%
lecture-discussion	6612	29.0%
lecture	4591	20.1%
discussion/recitation	2179	9.5%
discussion	857	3.8%
laboratory	760	3.3%
lab	208	0.9%
laboratory-discussion	140	0.6%
practice	64	0.3%
studio	34	0.1%
Other values (8)	69	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	32074	12.1%
i	31378	11.9%
s	29371	11.1%
n	26678	10.1%
c	23345	8.8%
u	21031	7.9%
t	16580	6.3%
o	13836	5.2%
r	13105	5.0%
L	12311	4.7%
Other values (23)	44895	17.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	264604	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	32074	12.1%
i	31378	11.9%
s	29371	11.1%
n	26678	10.1%
c	23345	8.8%
u	21031	7.9%
t	16580	6.3%
o	13836	5.2%
r	13105	5.0%
L	12311	4.7%
Other values (23)	44895	17.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	264604	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	32074	12.1%
i	31378	11.9%
s	29371	11.1%
n	26678	10.1%
c	23345	8.8%
u	21031	7.9%
t	16580	6.3%
o	13836	5.2%
r	13105	5.0%
L	12311	4.7%
Other values (23)	44895	17.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	264604	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	32074	12.1%
i	31378	11.9%
s	29371	11.1%
n	26678	10.1%
c	23345	8.8%
u	21031	7.9%
t	16580	6.3%
o	13836	5.2%
r	13105	5.0%
L	12311	4.7%
Other values (23)	44895	17.0%

Type Code
Text

Distinct	71
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	3
Median length	3
Mean length	2.9327412
Min length	1

Characters and Unicode

Total characters	58778
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	0.1%

Sample

1st row	OD
2nd row	OD
3rd row	OD
4th row	OD
5th row	OD

Value	Count	Frequency (%)
lcd	6413	32.0%
onl	4385	21.9%
lec	2851	14.2%
dis	2178	10.9%
olc	1678	8.4%
od	827	4.1%
lab	706	3.5%
olb	208	1.0%
lbd	140	0.7%
e1	70	0.3%
Other values (61)	586	2.9%

Most occurring characters

Value	Count	Frequency (%)
L	16443	28.0%
C	10965	18.7%
D	9590	16.3%
O	7128	12.1%
N	4411	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58778	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	16443	28.0%
C	10965	18.7%
D	9590	16.3%
O	7128	12.1%
N	4411	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58778	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	16443	28.0%
C	10965	18.7%
D	9590	16.3%
O	7128	12.1%
N	4411	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58778	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	16443	28.0%
C	10965	18.7%
D	9590	16.3%
O	7128	12.1%
N	4411	7.5%
E	3044	5.2%
S	2418	4.1%
I	2186	3.7%
B	1108	1.9%
A	706	1.2%
Other values (18)	779	1.3%

Start Time
Categorical

Distinct	36
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

11:00 AM	2935
ARRANGED	2900
02:00 PM	2328
01:00 PM	1582
10:00 AM	1352
Other values (31)	8945

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	160336
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	09:00 AM
2nd row	12:00 PM
3rd row	01:00 PM
4th row	10:00 AM
5th row	11:00 AM

Common Values

Value	Count	Frequency (%)
11:00 AM	2935	14.6%
ARRANGED	2900	14.5%
02:00 PM	2328	11.6%
01:00 PM	1582	7.9%
10:00 AM	1352	6.7%
09:30 AM	1347	6.7%
09:00 AM	1291	6.4%
12:30 PM	1206	6.0%
12:00 PM	961	4.8%
03:30 PM	866	4.3%
Other values (26)	3274	16.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pm	9539	25.7%
am	7603	20.4%
11:00	2935	7.9%
arranged	2900	7.8%
02:00	2328	6.3%
01:00	1582	4.3%
10:00	1353	3.6%
09:30	1347	3.6%
09:00	1292	3.5%
12:30	1206	3.2%
Other values (24)	5099	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	42334	26.4%
:	17142	10.7%
	17142	10.7%
M	17142	10.7%
A	13403	8.4%
1	11219	7.0%
P	9539	5.9%
R	5800	3.6%
3	5690	3.5%
2	4543	2.8%
Other values (10)	16382	10.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	160336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	42334	26.4%
:	17142	10.7%
	17142	10.7%
M	17142	10.7%
A	13403	8.4%
1	11219	7.0%
P	9539	5.9%
R	5800	3.6%
3	5690	3.5%
2	4543	2.8%
Other values (10)	16382	10.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	160336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	42334	26.4%
:	17142	10.7%
	17142	10.7%
M	17142	10.7%
A	13403	8.4%
1	11219	7.0%
P	9539	5.9%
R	5800	3.6%
3	5690	3.5%
2	4543	2.8%
Other values (10)	16382	10.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	160336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	42334	26.4%
:	17142	10.7%
	17142	10.7%
M	17142	10.7%
A	13403	8.4%
1	11219	7.0%
P	9539	5.9%
R	5800	3.6%
3	5690	3.5%
2	4543	2.8%
Other values (10)	16382	10.2%

End Time
Date

Missing

Distinct	108
Distinct (%)	0.6%
Missing	2900
Missing (%)	14.5%
Memory size	156.7 KiB

Minimum	2025-05-12 07:50:00
Maximum	2025-05-12 23:20:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Days of Week
Categorical

Missing

Distinct	28
Distinct (%)	0.2%
Missing	2855
Missing (%)	14.2%
Memory size	1.1 MiB

TR	5161
MW	2997
MWF	2582
F	1792
R	1221
Other values (23)	3434

Length

Max length	5
Median length	4
Mean length	1.8180602
Min length	1

Characters and Unicode

Total characters	31247
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
TR	5161	25.8%
MW	2997	15.0%
MWF	2582	12.9%
F	1792	8.9%
R	1221	6.1%
W	1131	5.6%
T	963	4.8%
M	805	4.0%
WF	111	0.6%
S	96	0.5%
Other values (18)	328	1.6%
(Missing)	2855	14.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tr	5161	30.0%
mw	2997	17.4%
mwf	2582	15.0%
f	1792	10.4%
r	1221	7.1%
w	1131	6.6%
t	963	5.6%
m	805	4.7%
wf	111	0.6%
s	96	0.6%
Other values (18)	328	1.9%

Most occurring characters

Value	Count	Frequency (%)
W	7038	22.5%
M	6621	21.2%
R	6522	20.9%
T	6350	20.3%
F	4615	14.8%
S	99	0.3%
U	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31247	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
W	7038	22.5%
M	6621	21.2%
R	6522	20.9%
T	6350	20.3%
F	4615	14.8%
S	99	0.3%
U	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31247	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
W	7038	22.5%
M	6621	21.2%
R	6522	20.9%
T	6350	20.3%
F	4615	14.8%
S	99	0.3%
U	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31247	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
W	7038	22.5%
M	6621	21.2%
R	6522	20.9%
T	6350	20.3%
F	4615	14.8%
S	99	0.3%
U	2	< 0.1%

Room
Text

Missing

Distinct	426
Distinct (%)	3.5%
Missing	7703
Missing (%)	38.4%
Memory size	968.0 KiB

Length

Max length	9
Median length	3
Mean length	3.3489748
Min length	1

Characters and Unicode

Total characters	41323
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	0.3%

Sample

1st row	2063
2nd row	3057
3rd row	2011
4th row	2007
5th row	2011

Value	Count	Frequency (%)
100	239	1.9%
103	192	1.6%
1002	171	1.4%
215	166	1.3%
141	159	1.3%
111	149	1.2%
112	138	1.1%
2001	131	1.1%
166	131	1.1%
119	130	1.1%
Other values (417)	10737	87.0%

Most occurring characters

Value	Count	Frequency (%)
1	10083	24.4%
0	7799	18.9%
2	6379	15.4%
3	5407	13.1%
4	2752	6.7%
5	2103	5.1%
6	1799	4.4%
7	1451	3.5%
9	1179	2.9%
8	831	2.0%
Other values (25)	1540	3.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41323	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	10083	24.4%
0	7799	18.9%
2	6379	15.4%
3	5407	13.1%
4	2752	6.7%
5	2103	5.1%
6	1799	4.4%
7	1451	3.5%
9	1179	2.9%
8	831	2.0%
Other values (25)	1540	3.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41323	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	10083	24.4%
0	7799	18.9%
2	6379	15.4%
3	5407	13.1%
4	2752	6.7%
5	2103	5.1%
6	1799	4.4%
7	1451	3.5%
9	1179	2.9%
8	831	2.0%
Other values (25)	1540	3.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41323	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	10083	24.4%
0	7799	18.9%
2	6379	15.4%
3	5407	13.1%
4	2752	6.7%
5	2103	5.1%
6	1799	4.4%
7	1451	3.5%
9	1179	2.9%
8	831	2.0%
Other values (25)	1540	3.7%

Building
Text

Missing

Distinct	98
Distinct (%)	0.8%
Missing	7703
Missing (%)	38.4%
Memory size	1.1 MiB

Length

Max length	30
Median length	27
Mean length	18.202691
Min length	6

Characters and Unicode

Total characters	224603
Distinct characters	58
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	Business Instructional Fac
2nd row	Business Instructional Fac
3rd row	Business Instructional Fac
4th row	Business Instructional Fac
5th row	Business Instructional Fac

Value	Count	Frequency (%)
hall	4943	15.2%
building	1768	5.4%
instructional	1659	5.1%
business	1189	3.7%
fac	1189	3.7%
laboratory	1079	3.3%
bldg	948	2.9%
gregory	845	2.6%
	844	2.6%
david	763	2.3%
Other values (168)	17269	53.1%

Most occurring characters

Value	Count	Frequency (%)
l	21837	9.7%
	20229	9.0%
i	16780	7.5%
a	16060	7.2%
r	14808	6.6%
n	14708	6.5%
e	11943	5.3%
o	11173	5.0%
t	9885	4.4%
s	9385	4.2%
Other values (48)	77795	34.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	224603	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	21837	9.7%
	20229	9.0%
i	16780	7.5%
a	16060	7.2%
r	14808	6.6%
n	14708	6.5%
e	11943	5.3%
o	11173	5.0%
t	9885	4.4%
s	9385	4.2%
Other values (48)	77795	34.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	224603	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	21837	9.7%
	20229	9.0%
i	16780	7.5%
a	16060	7.2%
r	14808	6.6%
n	14708	6.5%
e	11943	5.3%
o	11173	5.0%
t	9885	4.4%
s	9385	4.2%
Other values (48)	77795	34.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	224603	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	21837	9.7%
	20229	9.0%
i	16780	7.5%
a	16060	7.2%
r	14808	6.6%
n	14708	6.5%
e	11943	5.3%
o	11173	5.0%
t	9885	4.4%
s	9385	4.2%
Other values (48)	77795	34.6%

Instructors
Text

Distinct	6424
Distinct (%)	32.1%
Missing	48
Missing (%)	0.2%
Memory size	1.4 MiB

Length

Max length	306
Median length	286
Mean length	15.737721
Min length	5

Characters and Unicode

Total characters	314660
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2874 ?
Unique (%)	14.4%

Sample

1st row	Boonsripaisal, S
2nd row	Kang, Y
3rd row	Wang, Y
4th row	Boonsripaisal, S
5th row	Kang, Y

Value	Count	Frequency (%)
j	2494	4.7%
a	2054	3.9%
m	2033	3.8%
s	1532	2.9%
c	1301	2.5%
d	1225	2.3%
k	941	1.8%
r	907	1.7%
l	897	1.7%
e	817	1.5%
Other values (7135)	38669	73.1%

Most occurring characters

Value	Count	Frequency (%)
	32876	10.4%
,	31040	9.9%
e	20199	6.4%
a	19825	6.3%
n	15864	5.0%
r	15365	4.9%
i	13854	4.4%
o	13680	4.3%
;	11046	3.5%
l	10474	3.3%
Other values (47)	130437	41.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	314660	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	32876	10.4%
,	31040	9.9%
e	20199	6.4%
a	19825	6.3%
n	15864	5.0%
r	15365	4.9%
i	13854	4.4%
o	13680	4.3%
;	11046	3.5%
l	10474	3.3%
Other values (47)	130437	41.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	314660	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	32876	10.4%
,	31040	9.9%
e	20199	6.4%
a	19825	6.3%
n	15864	5.0%
r	15365	4.9%
i	13854	4.4%
o	13680	4.3%
;	11046	3.5%
l	10474	3.3%
Other values (47)	130437	41.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	314660	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	32876	10.4%
,	31040	9.9%
e	20199	6.4%
a	19825	6.3%
n	15864	5.0%
r	15365	4.9%
i	13854	4.4%
o	13680	4.3%
;	11046	3.5%
l	10474	3.3%
Other values (47)	130437	41.5%

source_file
Categorical

High correlation

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

2021-fa.csv	2865
2023-fa.csv	2841
2022-fa.csv	2807
2020-fa.csv	2404
2022-sp.csv	2384
Other values (3)	6741

Length

Max length	11
Median length	11
Mean length	11
Min length	11

Characters and Unicode

Total characters	220462
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020-fa.csv
2nd row	2020-fa.csv
3rd row	2020-fa.csv
4th row	2020-fa.csv
5th row	2020-fa.csv

Common Values

Value	Count	Frequency (%)
2021-fa.csv	2865	14.3%
2023-fa.csv	2841	14.2%
2022-fa.csv	2807	14.0%
2020-fa.csv	2404	12.0%
2022-sp.csv	2384	11.9%
2023-sp.csv	2300	11.5%
2021-sp.csv	2261	11.3%
2020-sp.csv	2180	10.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021-fa.csv	2865	14.3%
2023-fa.csv	2841	14.2%
2022-fa.csv	2807	14.0%
2020-fa.csv	2404	12.0%
2022-sp.csv	2384	11.9%
2023-sp.csv	2300	11.5%
2021-sp.csv	2261	11.3%
2020-sp.csv	2180	10.9%

Most occurring characters

Value	Count	Frequency (%)
2	45275	20.5%
s	29167	13.2%
0	24626	11.2%
-	20042	9.1%
v	20042	9.1%
c	20042	9.1%
.	20042	9.1%
f	10917	5.0%
a	10917	5.0%
p	9125	4.1%
Other values (2)	10267	4.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	220462	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	45275	20.5%
s	29167	13.2%
0	24626	11.2%
-	20042	9.1%
v	20042	9.1%
c	20042	9.1%
.	20042	9.1%
f	10917	5.0%
a	10917	5.0%
p	9125	4.1%
Other values (2)	10267	4.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	220462	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	45275	20.5%
s	29167	13.2%
0	24626	11.2%
-	20042	9.1%
v	20042	9.1%
c	20042	9.1%
.	20042	9.1%
f	10917	5.0%
a	10917	5.0%
p	9125	4.1%
Other values (2)	10267	4.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	220462	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	45275	20.5%
s	29167	13.2%
0	24626	11.2%
-	20042	9.1%
v	20042	9.1%
c	20042	9.1%
.	20042	9.1%
f	10917	5.0%
a	10917	5.0%
p	9125	4.1%
Other values (2)	10267	4.7%

Subject_y
Text

Distinct	157
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

Length

Max length	4
Median length	4
Mean length	3.3756112
Min length	2

Characters and Unicode

Total characters	67654
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	0.1%

Sample

1st row	AAS
2nd row	AAS
3rd row	AAS
4th row	AAS
5th row	AAS

Value	Count	Frequency (%)
econ	931	4.6%
badm	923	4.6%
accy	787	3.9%
mcb	701	3.5%
psyc	690	3.4%
math	613	3.1%
cs	591	2.9%
ece	590	2.9%
cmn	519	2.6%
fin	496	2.5%
Other values (147)	13201	65.9%

Most occurring characters

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	67654	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	9645	14.3%
S	7533	11.1%
A	6473	9.6%
E	6448	9.5%
M	4456	6.6%
N	3894	5.8%
H	3607	5.3%
T	3083	4.6%
L	2755	4.1%
I	2745	4.1%
Other values (14)	17015	25.2%

Course
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

Course Title
Text

Distinct	3456
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Length

Max length	30
Median length	25
Mean length	23.625387
Min length	3

Characters and Unicode

Total characters	473500
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	953 ?
Unique (%)	4.8%

Sample

1st row	Intro Asian American Studies
2nd row	Intro Asian American Studies
3rd row	Intro Asian American Studies
4th row	Intro Asian American Studies
5th row	Intro Asian American Studies

Value	Count	Frequency (%)
	2490	3.7%
and	2166	3.2%
to	2072	3.1%
intro	1671	2.5%
of	1604	2.4%
in	1468	2.2%
i	902	1.3%
introduction	898	1.3%
design	768	1.1%
ii	742	1.1%
Other values (2635)	52660	78.1%

Most occurring characters

Value	Count	Frequency (%)
	47399	10.0%
i	36860	7.8%
n	35886	7.6%
e	35198	7.4%
o	31697	6.7%
t	30696	6.5%
a	28874	6.1%
r	25059	5.3%
s	23387	4.9%
c	20479	4.3%
Other values (66)	157965	33.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	473500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	47399	10.0%
i	36860	7.8%
n	35886	7.6%
e	35198	7.4%
o	31697	6.7%
t	30696	6.5%
a	28874	6.1%
r	25059	5.3%
s	23387	4.9%
c	20479	4.3%
Other values (66)	157965	33.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	473500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	47399	10.0%
i	36860	7.8%
n	35886	7.6%
e	35198	7.4%
o	31697	6.7%
t	30696	6.5%
a	28874	6.1%
r	25059	5.3%
s	23387	4.9%
c	20479	4.3%
Other values (66)	157965	33.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	473500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	47399	10.0%
i	36860	7.8%
n	35886	7.6%
e	35198	7.4%
o	31697	6.7%
t	30696	6.5%
a	28874	6.1%
r	25059	5.3%
s	23387	4.9%
c	20479	4.3%
Other values (66)	157965	33.4%

A+
Real number (ℝ)

Zeros

Distinct	282
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.946961

Minimum	0
Maximum	929
Zeros	5049
Zeros (%)	25.2%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	12
95-th percentile	42
Maximum	929
Range	929
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	32.910474
Coefficient of variation (CV)	2.754715
Kurtosis	154.32368
Mean	11.946961
Median Absolute Deviation (MAD)	4
Skewness	10.246011
Sum	239441
Variance	1083.0993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5049	25.2%
1	1617	8.1%
2	1366	6.8%
3	1218	6.1%
4	1141	5.7%
5	952	4.8%
6	827	4.1%
7	685	3.4%
8	593	3.0%
9	545	2.7%
Other values (272)	6049	30.2%

Value	Count	Frequency (%)
0	5049	25.2%
1	1617	8.1%
2	1366	6.8%
3	1218	6.1%
4	1141	5.7%
5	952	4.8%
6	827	4.1%
7	685	3.4%
8	593	3.0%
9	545	2.7%

Value	Count	Frequency (%)
929	1	< 0.1%
724	1	< 0.1%
688	1	< 0.1%
687	1	< 0.1%
681	1	< 0.1%
662	1	< 0.1%
632	1	< 0.1%
596	1	< 0.1%
582	1	< 0.1%
564	1	< 0.1%

A
Real number (ℝ)

Distinct	381
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.474853

Minimum	0
Maximum	1034
Zeros	162
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	13
Q3	23
95-th percentile	75
Maximum	1034
Range	1034
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	48.652155
Coefficient of variation (CV)	1.9878426
Kurtosis	84.842429
Mean	24.474853
Median Absolute Deviation (MAD)	7
Skewness	7.792155
Sum	490525
Variance	2367.0322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1004	5.0%
8	989	4.9%
6	943	4.7%
7	930	4.6%
9	890	4.4%
10	838	4.2%
4	832	4.2%
3	756	3.8%
11	749	3.7%
12	666	3.3%
Other values (371)	11445	57.1%

Value	Count	Frequency (%)
0	162	0.8%
1	314	1.6%
2	569	2.8%
3	756	3.8%
4	832	4.2%
5	1004	5.0%
6	943	4.7%
7	930	4.6%
8	989	4.9%
9	890	4.4%

Value	Count	Frequency (%)
1034	1	< 0.1%
888	1	< 0.1%
833	1	< 0.1%
814	1	< 0.1%
775	1	< 0.1%
763	1	< 0.1%
760	1	< 0.1%
743	1	< 0.1%
737	1	< 0.1%
727	2	< 0.1%

A-
Real number (ℝ)

High correlation Zeros

Distinct	159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8574494

Minimum	0
Maximum	351
Zeros	2918
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	9
95-th percentile	26
Maximum	351
Range	351
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	14.276769
Coefficient of variation (CV)	1.8169725
Kurtosis	105.13302
Mean	7.8574494
Median Absolute Deviation (MAD)	3
Skewness	8.0057737
Sum	157479
Variance	203.82614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2918	14.6%
3	2004	10.0%
2	1844	9.2%
4	1738	8.7%
1	1630	8.1%
5	1562	7.8%
6	1361	6.8%
7	1050	5.2%
8	880	4.4%
9	672	3.4%
Other values (149)	4383	21.9%

Value	Count	Frequency (%)
0	2918	14.6%
1	1630	8.1%
2	1844	9.2%
3	2004	10.0%
4	1738	8.7%
5	1562	7.8%
6	1361	6.8%
7	1050	5.2%
8	880	4.4%
9	672	3.4%

Value	Count	Frequency (%)
351	1	< 0.1%
300	1	< 0.1%
285	1	< 0.1%
283	1	< 0.1%
281	1	< 0.1%
272	1	< 0.1%
245	1	< 0.1%
239	1	< 0.1%
232	1	< 0.1%
228	1	< 0.1%

B+
Real number (ℝ)

High correlation Zeros

Distinct	115
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3894821

Minimum	0
Maximum	210
Zeros	3856
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	19
Maximum	210
Range	210
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	9.5119455
Coefficient of variation (CV)	1.764909
Kurtosis	76.26774
Mean	5.3894821
Median Absolute Deviation (MAD)	2
Skewness	6.5920151
Sum	108016
Variance	90.477107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3856	19.2%
1	3030	15.1%
2	2539	12.7%
3	2147	10.7%
4	1632	8.1%
5	1305	6.5%
6	935	4.7%
7	681	3.4%
8	582	2.9%
9	437	2.2%
Other values (105)	2898	14.5%

Value	Count	Frequency (%)
0	3856	19.2%
1	3030	15.1%
2	2539	12.7%
3	2147	10.7%
4	1632	8.1%
5	1305	6.5%
6	935	4.7%
7	681	3.4%
8	582	2.9%
9	437	2.2%

Value	Count	Frequency (%)
210	1	< 0.1%
198	1	< 0.1%
184	1	< 0.1%
172	1	< 0.1%
171	1	< 0.1%
170	1	< 0.1%
167	1	< 0.1%
159	1	< 0.1%
132	1	< 0.1%
131	2	< 0.1%

B
Real number (ℝ)

High correlation Zeros

Distinct	126
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5029937

Minimum	0
Maximum	211
Zeros	3123
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	25
Maximum	211
Range	211
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	11.829967
Coefficient of variation (CV)	1.8191571
Kurtosis	39.561899
Mean	6.5029937
Median Absolute Deviation (MAD)	2
Skewness	5.1282876
Sum	130333
Variance	139.94812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3263	16.3%
0	3123	15.6%
2	2605	13.0%
3	2081	10.4%
4	1604	8.0%
5	1269	6.3%
6	965	4.8%
7	732	3.7%
8	569	2.8%
9	454	2.3%
Other values (116)	3377	16.8%

Value	Count	Frequency (%)
0	3123	15.6%
1	3263	16.3%
2	2605	13.0%
3	2081	10.4%
4	1604	8.0%
5	1269	6.3%
6	965	4.8%
7	732	3.7%
8	569	2.8%
9	454	2.3%

Value	Count	Frequency (%)
211	1	< 0.1%
173	1	< 0.1%
166	1	< 0.1%
163	1	< 0.1%
161	1	< 0.1%
155	1	< 0.1%
154	1	< 0.1%
150	1	< 0.1%
148	1	< 0.1%
145	1	< 0.1%

B-
Real number (ℝ)

High correlation Zeros

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6657519

Minimum	0
Maximum	104
Zeros	8033
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	11
Maximum	104
Range	104
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.2893044
Coefficient of variation (CV)	1.9841698
Kurtosis	43.935536
Mean	2.6657519
Median Absolute Deviation (MAD)	1
Skewness	5.1931805
Sum	53427
Variance	27.976741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8033	40.1%
1	3823	19.1%
2	2355	11.8%
3	1596	8.0%
4	1010	5.0%
5	694	3.5%
6	461	2.3%
7	334	1.7%
8	276	1.4%
9	207	1.0%
Other values (56)	1253	6.3%

Value	Count	Frequency (%)
0	8033	40.1%
1	3823	19.1%
2	2355	11.8%
3	1596	8.0%
4	1010	5.0%
5	694	3.5%
6	461	2.3%
7	334	1.7%
8	276	1.4%
9	207	1.0%

Value	Count	Frequency (%)
104	1	< 0.1%
99	1	< 0.1%
82	2	< 0.1%
75	1	< 0.1%
72	1	< 0.1%
66	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
60	1	< 0.1%
58	2	< 0.1%

C+
Real number (ℝ)

High correlation Zeros

Distinct	57
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7830556

Minimum	0
Maximum	69
Zeros	10484
Zeros (%)	52.3%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	8
Maximum	69
Range	69
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.0844872
Coefficient of variation (CV)	2.2907235
Kurtosis	47.056389
Mean	1.7830556
Median Absolute Deviation (MAD)	0
Skewness	5.613616
Sum	35736
Variance	16.683036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10484	52.3%
1	3732	18.6%
2	1997	10.0%
3	1119	5.6%
4	666	3.3%
5	458	2.3%
6	280	1.4%
7	226	1.1%
8	170	0.8%
9	121	0.6%
Other values (47)	789	3.9%

Value	Count	Frequency (%)
0	10484	52.3%
1	3732	18.6%
2	1997	10.0%
3	1119	5.6%
4	666	3.3%
5	458	2.3%
6	280	1.4%
7	226	1.1%
8	170	0.8%
9	121	0.6%

Value	Count	Frequency (%)
69	1	< 0.1%
63	1	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
54	2	< 0.1%
53	2	< 0.1%
51	1	< 0.1%
50	3	< 0.1%

C
Real number (ℝ)

High correlation Zeros

Distinct	58
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3523101

Minimum	0
Maximum	74
Zeros	9463
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	11
Maximum	74
Range	74
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.5372927
Coefficient of variation (CV)	2.3539807
Kurtosis	30.694982
Mean	2.3523101
Median Absolute Deviation (MAD)	1
Skewness	4.9652447
Sum	47145
Variance	30.661611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9463	47.2%
1	4026	20.1%
2	2146	10.7%
3	1204	6.0%
4	714	3.6%
5	420	2.1%
6	354	1.8%
7	233	1.2%
8	199	1.0%
9	138	0.7%
Other values (48)	1145	5.7%

Value	Count	Frequency (%)
0	9463	47.2%
1	4026	20.1%
2	2146	10.7%
3	1204	6.0%
4	714	3.6%
5	420	2.1%
6	354	1.8%
7	233	1.2%
8	199	1.0%
9	138	0.7%

Value	Count	Frequency (%)
74	1	< 0.1%
56	3	< 0.1%
55	2	< 0.1%
54	1	< 0.1%
53	6	< 0.1%
52	1	< 0.1%
51	4	< 0.1%
50	11	0.1%
49	7	< 0.1%
48	3	< 0.1%

C-
Real number (ℝ)

High correlation Zeros

Distinct	38
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99002096

Minimum	0
Maximum	52
Zeros	13344
Zeros (%)	66.6%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	52
Range	52
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.668558
Coefficient of variation (CV)	2.6954561
Kurtosis	52.529104
Mean	0.99002096
Median Absolute Deviation (MAD)	0
Skewness	6.0411676
Sum	19842
Variance	7.1212017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	13344	66.6%
1	3251	16.2%
2	1355	6.8%
3	647	3.2%
4	395	2.0%
5	243	1.2%
6	154	0.8%
7	109	0.5%
8	95	0.5%
9	63	0.3%
Other values (28)	386	1.9%

Value	Count	Frequency (%)
0	13344	66.6%
1	3251	16.2%
2	1355	6.8%
3	647	3.2%
4	395	2.0%
5	243	1.2%
6	154	0.8%
7	109	0.5%
8	95	0.5%
9	63	0.3%

Value	Count	Frequency (%)
52	1	< 0.1%
38	1	< 0.1%
37	3	< 0.1%
36	3	< 0.1%
35	1	< 0.1%
34	2	< 0.1%
33	6	< 0.1%
32	1	< 0.1%
29	3	< 0.1%
28	2	< 0.1%

D+
Real number (ℝ)

Zeros

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49191697

Minimum	0
Maximum	34
Zeros	15896
Zeros (%)	79.3%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.560854
Coefficient of variation (CV)	3.1730029
Kurtosis	65.497827
Mean	0.49191697
Median Absolute Deviation (MAD)	0
Skewness	6.6198462
Sum	9859
Variance	2.4362652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	15896	79.3%
1	2274	11.3%
2	794	4.0%
3	404	2.0%
4	208	1.0%
5	110	0.5%
6	80	0.4%
7	63	0.3%
8	43	0.2%
9	38	0.2%
Other values (18)	132	0.7%

Value	Count	Frequency (%)
0	15896	79.3%
1	2274	11.3%
2	794	4.0%
3	404	2.0%
4	208	1.0%
5	110	0.5%
6	80	0.4%
7	63	0.3%
8	43	0.2%
9	38	0.2%

Value	Count	Frequency (%)
34	1	< 0.1%
30	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	3	< 0.1%
19	4	< 0.1%
18	2	< 0.1%

D
Real number (ℝ)

High correlation Zeros

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69289492

Minimum	0
Maximum	30
Zeros	14328
Zeros (%)	71.5%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.8165829
Coefficient of variation (CV)	2.6217293
Kurtosis	39.796323
Mean	0.69289492
Median Absolute Deviation (MAD)	0
Skewness	5.2885936
Sum	13887
Variance	3.2999735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	14328	71.5%
1	3084	15.4%
2	1098	5.5%
3	537	2.7%
4	292	1.5%
5	175	0.9%
6	128	0.6%
7	90	0.4%
8	74	0.4%
9	58	0.3%
Other values (18)	178	0.9%

Value	Count	Frequency (%)
0	14328	71.5%
1	3084	15.4%
2	1098	5.5%
3	537	2.7%
4	292	1.5%
5	175	0.9%
6	128	0.6%
7	90	0.4%
8	74	0.4%
9	58	0.3%

Value	Count	Frequency (%)
30	1	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	4	< 0.1%
20	4	< 0.1%
19	2	< 0.1%
18	7	< 0.1%

D-
Real number (ℝ)

Zeros

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31069754

Minimum	0
Maximum	19
Zeros	16846
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0290013
Coefficient of variation (CV)	3.3119069
Kurtosis	54.183739
Mean	0.31069754
Median Absolute Deviation (MAD)	0
Skewness	6.179608
Sum	6227
Variance	1.0588437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	16846	84.1%
1	1960	9.8%
2	606	3.0%
3	253	1.3%
4	132	0.7%
5	83	0.4%
6	49	0.2%
8	27	0.1%
7	26	0.1%
9	16	0.1%
Other values (7)	44	0.2%

Value	Count	Frequency (%)
0	16846	84.1%
1	1960	9.8%
2	606	3.0%
3	253	1.3%
4	132	0.7%
5	83	0.4%
6	49	0.2%
7	26	0.1%
8	27	0.1%
9	16	0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
15	4	< 0.1%
14	3	< 0.1%
13	4	< 0.1%
12	8	< 0.1%
11	8	< 0.1%
10	16	0.1%
9	16	0.1%
8	27	0.1%
7	26	0.1%

F
Real number (ℝ)

Zeros

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3974653

Minimum	0
Maximum	75
Zeros	11338
Zeros (%)	56.6%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	75
Range	75
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.4193305
Coefficient of variation (CV)	2.4468089
Kurtosis	74.155054
Mean	1.3974653
Median Absolute Deviation (MAD)	0
Skewness	6.8010419
Sum	28008
Variance	11.691821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11338	56.6%
1	3784	18.9%
2	1873	9.3%
3	1006	5.0%
4	520	2.6%
5	376	1.9%
6	233	1.2%
7	172	0.9%
8	143	0.7%
9	85	0.4%
Other values (43)	512	2.6%

Value	Count	Frequency (%)
0	11338	56.6%
1	3784	18.9%
2	1873	9.3%
3	1006	5.0%
4	520	2.6%
5	376	1.9%
6	233	1.2%
7	172	0.9%
8	143	0.7%
9	85	0.4%

Value	Count	Frequency (%)
75	1	< 0.1%
74	1	< 0.1%
64	1	< 0.1%
59	1	< 0.1%
53	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
43	5	< 0.1%

W
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18171839

Minimum	0
Maximum	16
Zeros	17728
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.68275432
Coefficient of variation (CV)	3.7572109
Kurtosis	88.531762
Mean	0.18171839
Median Absolute Deviation (MAD)	0
Skewness	7.5347235
Sum	3642
Variance	0.46615347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	17728	88.5%
1	1669	8.3%
2	369	1.8%
3	134	0.7%
4	52	0.3%
5	34	0.2%
6	18	0.1%
8	10	< 0.1%
7	8	< 0.1%
9	8	< 0.1%
Other values (5)	12	0.1%

Value	Count	Frequency (%)
0	17728	88.5%
1	1669	8.3%
2	369	1.8%
3	134	0.7%
4	52	0.3%
5	34	0.2%
6	18	0.1%
7	8	< 0.1%
8	10	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
13	1	< 0.1%
12	4	< 0.1%
11	2	< 0.1%
10	4	< 0.1%
9	8	< 0.1%
8	10	< 0.1%
7	8	< 0.1%
6	18	0.1%
5	34	0.2%

Average Grade
Real number (ℝ)

High correlation

Distinct	213
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4830451

Minimum	1.14
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	1.14
5-th percentile	2.78
Q1	3.28
median	3.55
Q3	3.77
95-th percentile	3.93
Maximum	4
Range	2.86
Interquartile range (IQR)	0.49

Descriptive statistics

Standard deviation	0.36030058
Coefficient of variation (CV)	0.10344413
Kurtosis	0.90916618
Mean	3.4830451
Median Absolute Deviation (MAD)	0.24
Skewness	-0.96764788
Sum	69807.19
Variance	0.12981651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.83	331	1.7%
3.67	280	1.4%
3.76	275	1.4%
3.86	275	1.4%
3.62	270	1.3%
3.92	269	1.3%
3.64	267	1.3%
3.91	267	1.3%
3.79	265	1.3%
3.81	254	1.3%
Other values (203)	17289	86.3%

Value	Count	Frequency (%)
1.14	1	< 0.1%
1.21	1	< 0.1%
1.41	1	< 0.1%
1.64	1	< 0.1%
1.75	1	< 0.1%
1.76	2	< 0.1%
1.78	3	< 0.1%
1.79	1	< 0.1%
1.83	1	< 0.1%
1.85	1	< 0.1%

Value	Count	Frequency (%)
4	2	< 0.1%
3.99	26	0.1%
3.98	81	0.4%
3.97	177	0.9%
3.96	214	1.1%
3.95	191	1.0%
3.94	213	1.1%
3.93	218	1.1%
3.92	269	1.3%
3.91	267	1.3%

Primary Instructor
Text

Distinct	4035
Distinct (%)	20.2%
Missing	37
Missing (%)	0.2%
Memory size	1.4 MiB

Length

Max length	25
Median length	22
Mean length	15.99935
Min length	6

Characters and Unicode

Total characters	320067
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	982 ?
Unique (%)	4.9%

Sample

1st row	Boonsripaisal, Simon
2nd row	Kang, Yoonjung
3rd row	Wang, Yu
4th row	Boonsripaisal, Simon
5th row	Kang, Yoonjung

Value	Count	Frequency (%)
m	1809	3.4%
a	1409	2.6%
j	1408	2.6%
l	1030	1.9%
r	726	1.4%
c	667	1.2%
e	644	1.2%
s	635	1.2%
d	510	0.9%
k	473	0.9%
Other values (5051)	44374	82.7%

Most occurring characters

Value	Count	Frequency (%)
	33680	10.5%
a	27581	8.6%
e	24738	7.7%
n	21105	6.6%
,	20005	6.3%
i	18942	5.9%
r	17114	5.3%
o	13937	4.4%
l	12780	4.0%
s	9880	3.1%
Other values (47)	120305	37.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	320067	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	33680	10.5%
a	27581	8.6%
e	24738	7.7%
n	21105	6.6%
,	20005	6.3%
i	18942	5.9%
r	17114	5.3%
o	13937	4.4%
l	12780	4.0%
s	9880	3.1%
Other values (47)	120305	37.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	320067	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	33680	10.5%
a	27581	8.6%
e	24738	7.7%
n	21105	6.6%
,	20005	6.3%
i	18942	5.9%
r	17114	5.3%
o	13937	4.4%
l	12780	4.0%
s	9880	3.1%
Other values (47)	120305	37.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	320067	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	33680	10.5%
a	27581	8.6%
e	24738	7.7%
n	21105	6.6%
,	20005	6.3%
i	18942	5.9%
r	17114	5.3%
o	13937	4.4%
l	12780	4.0%
s	9880	3.1%
Other values (47)	120305	37.6%

Course Subject
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

Course Number
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

Course Section
Text

Missing

Distinct	1310
Distinct (%)	9.9%
Missing	6848
Missing (%)	34.2%
Memory size	975.0 KiB

Length

Max length	3
Median length	2
Mean length	2.0507807
Min length	1

Characters and Unicode

Total characters	27058
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	416 ?
Unique (%)	3.2%

Sample

1st row	AD1
2nd row	AD2
3rd row	AD3
4th row	AD4
5th row	AD5

Value	Count	Frequency (%)
a	2419	18.3%
al1	961	7.3%
b	597	4.5%
c	286	2.2%
1	235	1.8%
d	195	1.5%
onl	185	1.4%
e	155	1.2%
ad1	129	1.0%
a1	118	0.9%
Other values (1296)	7914	60.0%

Most occurring characters

Value	Count	Frequency (%)
A	6541	24.2%
1	3026	11.2%
D	2210	8.2%
L	2105	7.8%
B	1590	5.9%
2	1116	4.1%
3	1048	3.9%
C	911	3.4%
E	886	3.3%
O	884	3.3%
Other values (28)	6741	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27058	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	6541	24.2%
1	3026	11.2%
D	2210	8.2%
L	2105	7.8%
B	1590	5.9%
2	1116	4.1%
3	1048	3.9%
C	911	3.4%
E	886	3.3%
O	884	3.3%
Other values (28)	6741	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27058	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	6541	24.2%
1	3026	11.2%
D	2210	8.2%
L	2105	7.8%
B	1590	5.9%
2	1116	4.1%
3	1048	3.9%
C	911	3.4%
E	886	3.3%
O	884	3.3%
Other values (28)	6741	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27058	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	6541	24.2%
1	3026	11.2%
D	2210	8.2%
L	2105	7.8%
B	1590	5.9%
2	1116	4.1%
3	1048	3.9%
C	911	3.4%
E	886	3.3%
O	884	3.3%
Other values (28)	6741	24.9%

Sched Type
Categorical

High correlation

Distinct	17
Distinct (%)	0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	1.1 MiB

LCD	6447
ONL	4806
LEC	3025
DIS	2113
OLC	1674
Other values (12)	1972

Length

Max length	3
Median length	3
Mean length	2.9521885
Min length	1

Characters and Unicode

Total characters	59153
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	OD
2nd row	OD
3rd row	OD
4th row	OD
5th row	OD

Common Values

Value	Count	Frequency (%)
LCD	6447	32.2%
ONL	4806	24.0%
LEC	3025	15.1%
DIS	2113	10.5%
OLC	1674	8.4%
OD	849	4.2%
LAB	616	3.1%
OLB	195	1.0%
LBD	137	0.7%
PR	65	0.3%
Other values (7)	110	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
lcd	6447	32.2%
onl	4833	24.1%
lec	3025	15.1%
dis	2113	10.5%
olc	1674	8.4%
od	849	4.2%
lab	616	3.1%
olb	195	1.0%
lbd	137	0.7%
pr	65	0.3%
Other values (6)	83	0.4%

Most occurring characters

Value	Count	Frequency (%)
L	16900	28.6%
C	11167	18.9%
D	9546	16.1%
O	7551	12.8%
N	4834	8.2%
E	3033	5.1%
S	2155	3.6%
I	2120	3.6%
B	948	1.6%
A	616	1.0%
Other values (10)	283	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	59153	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	16900	28.6%
C	11167	18.9%
D	9546	16.1%
O	7551	12.8%
N	4834	8.2%
E	3033	5.1%
S	2155	3.6%
I	2120	3.6%
B	948	1.6%
A	616	1.0%
Other values (10)	283	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	59153	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	16900	28.6%
C	11167	18.9%
D	9546	16.1%
O	7551	12.8%
N	4834	8.2%
E	3033	5.1%
S	2155	3.6%
I	2120	3.6%
B	948	1.6%
A	616	1.0%
Other values (10)	283	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	59153	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	16900	28.6%
C	11167	18.9%
D	9546	16.1%
O	7551	12.8%
N	4834	8.2%
E	3033	5.1%
S	2155	3.6%
I	2120	3.6%
B	948	1.6%
A	616	1.0%
Other values (10)	283	0.5%

A Range
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

B Range
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

C Range
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

D Range
Unsupported

Missing Rejected Unsupported

Missing	20042
Missing (%)	100.0%
Memory size	156.7 KiB

Course
Real number (ℝ)

High correlation

Distinct	508
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	307.99736

Minimum	100
Maximum	798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.7 KiB

Quantile statistics

Minimum	100
5-th percentile	100
Q1	196
median	301
Q3	437
95-th percentile	571
Maximum	798
Range	698
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	156.10712
Coefficient of variation (CV)	0.50684566
Kurtosis	-0.99884377
Mean	307.99736
Median Absolute Deviation (MAD)	131
Skewness	0.24380412
Sum	6172883
Variance	24369.434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1211	6.0%
101	1185	5.9%
102	361	1.8%
201	320	1.6%
103	285	1.4%
150	248	1.2%
250	245	1.2%
202	221	1.1%
199	216	1.1%
104	213	1.1%
Other values (498)	15537	77.5%

Value	Count	Frequency (%)
100	1211	6.0%
101	1185	5.9%
102	361	1.8%
103	285	1.4%
104	213	1.1%
105	78	0.4%
106	16	0.1%
107	31	0.2%
108	21	0.1%
109	37	0.2%

Value	Count	Frequency (%)
798	1	< 0.1%
797	6	< 0.1%
796	3	< 0.1%
795	2	< 0.1%
794	8	< 0.1%
792	18	0.1%
694	4	< 0.1%
686	3	< 0.1%
684	3	< 0.1%
682	7	< 0.1%

Section_y
Text

Missing

Distinct	477
Distinct (%)	21.1%
Missing	17781
Missing (%)	88.7%
Memory size	686.2 KiB

Length

Max length	3
Median length	2
Mean length	2.0592658
Min length	1

Characters and Unicode

Total characters	4656
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	275 ?
Unique (%)	12.2%

Sample

1st row	AD1
2nd row	AD2
3rd row	AD3
4th row	AD4
5th row	AD5

Value	Count	Frequency (%)
a	413	18.3%
al1	179	7.9%
b	97	4.3%
onl	67	3.0%
c	57	2.5%
d	44	1.9%
1	40	1.8%
e	33	1.5%
a3	23	1.0%
f	22	1.0%
Other values (467)	1286	56.9%

Most occurring characters

Value	Count	Frequency (%)
A	1126	24.2%
1	492	10.6%
L	437	9.4%
D	382	8.2%
B	237	5.1%
O	205	4.4%
3	185	4.0%
2	165	3.5%
C	162	3.5%
E	134	2.9%
Other values (27)	1131	24.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4656	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1126	24.2%
1	492	10.6%
L	437	9.4%
D	382	8.2%
B	237	5.1%
O	205	4.4%
3	185	4.0%
2	165	3.5%
C	162	3.5%
E	134	2.9%
Other values (27)	1131	24.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4656	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1126	24.2%
1	492	10.6%
L	437	9.4%
D	382	8.2%
B	237	5.1%
O	205	4.4%
3	185	4.0%
2	165	3.5%
C	162	3.5%
E	134	2.9%
Other values (27)	1131	24.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4656	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1126	24.2%
1	492	10.6%
L	437	9.4%
D	382	8.2%
B	237	5.1%
O	205	4.4%
3	185	4.0%
2	165	3.5%
C	162	3.5%
E	134	2.9%
Other values (27)	1131	24.3%

Interactions

Correlations

	A	A+	A-	Average Grade	B	B+	B-	C	C+	C-	CRN	Course	Credit Hours	D	D+	D-	Days of Week	Enrollment Status	F	Number	Part of Term	Sched Type	Section Credit Hours	Section Status	Start Time	Status Code	Term	Type	W	Year	YearTerm	source_file
A	1.000	-0.003	0.202	0.304	0.258	0.113	0.041	0.204	0.049	0.062	0.066	0.045	0.038	0.196	0.091	0.071	0.000	0.023	0.168	0.045	0.064	0.057	0.044	0.000	0.090	0.000	0.021	0.059	0.133	0.014	0.012	0.012
A+	-0.003	1.000	0.189	0.142	0.011	0.157	0.184	0.083	0.192	0.188	0.031	-0.135	0.030	0.100	0.201	0.179	0.000	0.016	0.190	-0.135	0.062	0.043	0.027	0.000	0.070	0.000	0.000	0.044	0.113	0.017	0.006	0.006
A-	0.202	0.189	1.000	-0.229	0.357	0.661	0.523	0.203	0.419	0.358	-0.066	0.038	0.062	0.156	0.286	0.242	0.018	0.029	0.199	0.038	0.017	0.048	0.048	0.000	0.062	0.000	0.000	0.050	0.151	0.012	0.007	0.007
Average Grade	0.304	0.142	-0.229	1.000	-0.552	-0.416	-0.542	-0.567	-0.543	-0.500	0.196	0.114	0.125	-0.449	-0.412	-0.368	0.130	0.093	-0.481	0.114	0.134	0.087	0.125	0.000	0.076	0.000	0.040	0.086	-0.165	0.053	0.041	0.041
B	0.258	0.011	0.357	-0.552	1.000	0.494	0.495	0.586	0.475	0.384	-0.152	0.010	0.219	0.432	0.329	0.264	0.173	0.041	0.326	0.010	0.118	0.088	0.143	0.000	0.065	0.000	0.023	0.087	0.221	0.011	0.012	0.012
B+	0.113	0.157	0.661	-0.416	0.494	1.000	0.597	0.319	0.544	0.411	-0.125	0.058	0.056	0.230	0.358	0.274	0.083	0.032	0.230	0.058	0.046	0.060	0.043	0.000	0.051	0.000	0.012	0.062	0.185	0.011	0.007	0.007
B-	0.041	0.184	0.523	-0.542	0.495	0.597	1.000	0.431	0.594	0.520	-0.141	-0.050	0.056	0.314	0.413	0.345	0.061	0.042	0.319	-0.050	0.016	0.089	0.000	0.000	0.025	0.000	0.000	0.091	0.206	0.005	0.000	0.000
C	0.204	0.083	0.203	-0.567	0.586	0.319	0.431	1.000	0.473	0.451	-0.124	-0.113	0.295	0.502	0.398	0.333	0.133	0.055	0.410	-0.113	0.094	0.114	0.388	0.000	0.055	0.000	0.008	0.113	0.229	0.023	0.024	0.024
C+	0.049	0.192	0.419	-0.543	0.475	0.544	0.594	0.473	1.000	0.525	-0.129	-0.100	0.041	0.355	0.463	0.375	0.061	0.051	0.353	-0.100	0.018	0.094	0.007	0.000	0.019	0.000	0.019	0.096	0.214	0.002	0.005	0.005
C-	0.062	0.188	0.358	-0.500	0.384	0.411	0.520	0.451	0.525	1.000	-0.110	-0.148	0.050	0.379	0.454	0.393	0.062	0.053	0.384	-0.148	0.020	0.089	0.000	0.000	0.014	0.000	0.005	0.090	0.222	0.008	0.011	0.011
CRN	0.066	0.031	-0.066	0.196	-0.152	-0.125	-0.141	-0.124	-0.129	-0.110	1.000	0.131	0.153	-0.074	-0.090	-0.087	0.079	0.063	-0.024	0.131	0.130	0.166	0.104	0.000	0.092	0.000	0.169	0.165	-0.013	0.081	0.083	0.083
Course	0.045	-0.135	0.038	0.114	0.010	0.058	-0.050	-0.113	-0.100	-0.148	0.131	1.000	0.388	-0.125	-0.166	-0.153	0.309	0.208	-0.248	1.000	0.421	0.173	0.271	0.000	0.207	0.000	0.086	0.166	-0.052	0.009	0.034	0.034
Credit Hours	0.038	0.030	0.062	0.125	0.219	0.056	0.056	0.295	0.041	0.050	0.153	0.388	1.000	0.133	0.045	0.040	0.182	0.229	0.000	0.388	0.413	0.203	0.820	0.033	0.106	0.033	0.135	0.192	0.033	0.064	0.066	0.066
D	0.196	0.100	0.156	-0.449	0.432	0.230	0.314	0.502	0.355	0.379	-0.074	-0.125	0.133	1.000	0.379	0.338	0.077	0.041	0.402	-0.125	0.065	0.077	0.051	0.000	0.027	0.000	0.019	0.074	0.232	0.025	0.020	0.020
D+	0.091	0.201	0.286	-0.412	0.329	0.358	0.413	0.398	0.463	0.454	-0.090	-0.166	0.045	0.379	1.000	0.431	0.040	0.053	0.364	-0.166	0.012	0.076	0.000	0.000	0.000	0.000	0.016	0.078	0.216	0.018	0.016	0.016
D-	0.071	0.179	0.242	-0.368	0.264	0.274	0.345	0.333	0.375	0.393	-0.087	-0.153	0.040	0.338	0.431	1.000	0.051	0.050	0.330	-0.153	0.025	0.077	0.019	0.000	0.019	0.000	0.000	0.079	0.216	0.030	0.021	0.021
Days of Week	0.000	0.000	0.018	0.130	0.173	0.083	0.061	0.133	0.061	0.062	0.079	0.309	0.182	0.077	0.040	0.051	1.000	0.130	0.031	0.309	0.487	0.189	0.354	0.000	0.212	0.000	0.116	0.187	0.027	0.034	0.051	0.051
Enrollment Status	0.023	0.016	0.029	0.093	0.041	0.032	0.042	0.055	0.051	0.053	0.063	0.208	0.229	0.041	0.053	0.050	0.130	1.000	0.035	0.208	0.113	0.165	0.170	0.023	0.099	0.023	0.044	0.163	0.031	0.354	0.460	0.460
F	0.168	0.190	0.199	-0.481	0.326	0.230	0.319	0.410	0.353	0.384	-0.024	-0.248	0.000	0.402	0.364	0.330	0.031	0.035	1.000	-0.248	0.121	0.059	0.000	0.000	0.070	0.000	0.000	0.061	0.254	0.023	0.020	0.020
Number	0.045	-0.135	0.038	0.114	0.010	0.058	-0.050	-0.113	-0.100	-0.148	0.131	1.000	0.388	-0.125	-0.166	-0.153	0.309	0.208	-0.248	1.000	0.421	0.173	0.271	0.000	0.207	0.000	0.086	0.166	-0.052	0.009	0.034	0.034
Part of Term	0.064	0.062	0.017	0.134	0.118	0.046	0.016	0.094	0.018	0.020	0.130	0.421	0.413	0.065	0.012	0.025	0.487	0.113	0.121	0.421	1.000	0.200	0.311	0.029	0.374	0.029	0.082	0.203	0.018	0.009	0.049	0.049
Sched Type	0.057	0.043	0.048	0.087	0.088	0.060	0.089	0.114	0.094	0.089	0.166	0.173	0.203	0.077	0.076	0.077	0.189	0.165	0.059	0.173	0.200	1.000	0.255	0.000	0.194	0.000	0.069	0.945	0.045	0.253	0.260	0.260
Section Credit Hours	0.044	0.027	0.048	0.125	0.143	0.043	0.000	0.388	0.007	0.000	0.104	0.271	0.820	0.051	0.000	0.019	0.354	0.170	0.000	0.271	0.311	0.255	1.000	0.000	0.140	0.000	0.123	0.209	0.022	0.026	0.050	0.050
Section Status	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.033	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.029	0.000	0.000	1.000	0.000	0.875	0.000	0.000	0.000	0.000	0.009	0.009
Start Time	0.090	0.070	0.062	0.076	0.065	0.051	0.025	0.055	0.019	0.014	0.092	0.207	0.106	0.027	0.000	0.019	0.212	0.099	0.070	0.207	0.374	0.194	0.140	0.000	1.000	0.000	0.039	0.191	0.022	0.062	0.060	0.060
Status Code	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.033	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.029	0.000	0.000	0.875	0.000	1.000	0.000	0.000	0.000	0.000	0.009	0.009
Term	0.021	0.000	0.000	0.040	0.023	0.012	0.000	0.008	0.019	0.005	0.169	0.086	0.135	0.019	0.016	0.000	0.116	0.044	0.000	0.086	0.082	0.069	0.123	0.000	0.039	0.000	1.000	0.069	0.040	0.023	1.000	1.000
Type	0.059	0.044	0.050	0.086	0.087	0.062	0.091	0.113	0.096	0.090	0.165	0.166	0.192	0.074	0.078	0.079	0.187	0.163	0.061	0.166	0.203	0.945	0.209	0.000	0.191	0.000	0.069	1.000	0.047	0.250	0.262	0.262
W	0.133	0.113	0.151	-0.165	0.221	0.185	0.206	0.229	0.214	0.222	-0.013	-0.052	0.033	0.232	0.216	0.216	0.027	0.031	0.254	-0.052	0.018	0.045	0.022	0.000	0.022	0.000	0.040	0.047	1.000	0.059	0.056	0.056
Year	0.014	0.017	0.012	0.053	0.011	0.011	0.005	0.023	0.002	0.008	0.081	0.009	0.064	0.025	0.018	0.030	0.034	0.354	0.023	0.009	0.009	0.253	0.026	0.000	0.062	0.000	0.023	0.250	0.059	1.000	1.000	1.000
YearTerm	0.012	0.006	0.007	0.041	0.012	0.007	0.000	0.024	0.005	0.011	0.083	0.034	0.066	0.020	0.016	0.021	0.051	0.460	0.020	0.034	0.049	0.260	0.050	0.009	0.060	0.009	1.000	0.262	0.056	1.000	1.000	1.000
source_file	0.012	0.006	0.007	0.041	0.012	0.007	0.000	0.024	0.005	0.011	0.083	0.034	0.066	0.020	0.016	0.021	0.051	0.460	0.020	0.034	0.049	0.260	0.050	0.009	0.060	0.009	1.000	0.262	0.056	1.000	1.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Year	Term	YearTerm	Subject_x	Number	Name	Description	Credit Hours	Section Info	Degree Attributes	Schedule Information	CRN	Section_x	Status Code	Part of Term	Section Title	Section Credit Hours	Section Status	Enrollment Status	Type	Type Code	Start Time	End Time	Days of Week	Room	Building	Instructors	source_file	Subject_y	Course	Course Title	A+	A	A-	B+	B	B-	C+	C	C-	D+	D	F	Average Grade	Primary Instructor	Course Subject	Course Number	Course Section	Sched Type	A Range	B Range	C Range	D Range	Course	Section_y
0	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	41758	AD1	A	1	NaN	NaN	A	Open	Online Discussion	OD	09:00 AM	09:50 AM	F	NaN	NaN	Boonsripaisal, S	2020-fa.csv	AAS	NaN	Intro Asian American Studies	10	9	4	0	2	0	0	0	1	0	1	1	3.55	Boonsripaisal, Simon	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
1	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	47100	AD2	A	1	NaN	NaN	A	Open	Online Discussion	OD	12:00 PM	12:50 PM	F	NaN	NaN	Kang, Y	2020-fa.csv	AAS	NaN	Intro Asian American Studies	2	11	2	2	5	1	0	2	0	0	1	1	3.28	Kang, Yoonjung	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
2	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	47102	AD3	A	1	NaN	NaN	A	Open	Online Discussion	OD	01:00 PM	01:50 PM	F	NaN	NaN	Wang, Y	2020-fa.csv	AAS	NaN	Intro Asian American Studies	1	16	3	3	0	0	0	2	0	0	0	2	3.44	Wang, Yu	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
3	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	51248	AD4	A	1	NaN	NaN	A	Open	Online Discussion	OD	10:00 AM	10:50 AM	F	NaN	NaN	Boonsripaisal, S	2020-fa.csv	AAS	NaN	Intro Asian American Studies	15	8	1	0	0	2	1	1	0	0	0	0	3.76	Boonsripaisal, Simon	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
4	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	51249	AD5	A	1	NaN	NaN	A	Closed	Online Discussion	OD	11:00 AM	11:50 AM	F	NaN	NaN	Kang, Y	2020-fa.csv	AAS	NaN	Intro Asian American Studies	4	14	4	3	1	1	0	1	0	1	0	1	3.52	Kang, Yoonjung	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
5	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	51932	AD6	A	1	NaN	NaN	A	Open	Online Discussion	OD	02:00 PM	02:50 PM	F	NaN	NaN	Wang, Y	2020-fa.csv	AAS	NaN	Intro Asian American Studies	1	15	0	3	3	1	3	1	0	1	0	1	3.31	Wang, Yu	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
6	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	59818	AD7	A	1	NaN	NaN	A	Open	Online Discussion	OD	10:00 AM	10:50 AM	F	NaN	NaN	Guruparan, A	2020-fa.csv	AAS	NaN	Intro Asian American Studies	7	11	2	2	3	0	1	1	0	0	0	2	3.43	Guruparan, Akil	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
7	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	59819	AD8	A	1	NaN	NaN	A	Open	Online Discussion	OD	11:00 AM	11:50 AM	F	NaN	NaN	Guruparan, A	2020-fa.csv	AAS	NaN	Intro Asian American Studies	4	12	4	3	1	0	1	1	1	0	0	1	3.49	Guruparan, Akil	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
8	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	59820	AD9	A	1	NaN	NaN	A	Open	Online Discussion	OD	02:00 PM	02:50 PM	F	NaN	NaN	Horton, C	2020-fa.csv	AAS	NaN	Intro Asian American Studies	2	14	3	2	5	0	0	0	0	1	0	0	3.63	Horton, Christina M	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN
9	2020	FALL	2020-fa	AAS	100	Intro Asian American Studies	Interdisciplinary introduction to the basic concepts and approaches in Asian American Studies. Surveys the various dimensions of Asian American experiences including history, social organization, literature, arts, and politics.	3 hours.	NaN	Social & Beh Sci - Soc Sci, and Cultural Studies - US Minority course.	NaN	59821	ADA	A	1	NaN	NaN	A	Open	Online Discussion	OD	01:00 PM	01:50 PM	F	NaN	NaN	Horton, C	2020-fa.csv	AAS	NaN	Intro Asian American Studies	7	14	5	0	1	0	0	1	0	0	0	0	3.83	Horton, Christina M	NaN	NaN	NaN	OD	NaN	NaN	NaN	NaN	100	NaN

	Year	Term	YearTerm	Subject_x	Number	Name	Description	Credit Hours	Section Info	Degree Attributes	Schedule Information	CRN	Section_x	Status Code	Part of Term	Section Title	Section Credit Hours	Section Status	Enrollment Status	Type	Type Code	Start Time	End Time	Days of Week	Room	Building	Instructors	source_file	Subject_y	Course	Course Title	A	B	C	D	Average Grade	Primary Instructor	Course Subject	Course Number	Course Section	Sched Type	A Range	B Range	C Range	D Range	Course	Section_y
20032	2023	SPRING	2023-sp	VM	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	9 hours.	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	NaN	NaN	55158	AL1	A	B	NaN	NaN	A	Open (Restricted)	Lecture	LEC	08:00 AM	08:50 AM	W	NaN	NaN	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	2023-sp.csv	VM	NaN	Pathobiology III	36	52	39	6	2.89	Vieson, Miranda	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	608	NaN
20033	2023	SPRING	2023-sp	VM	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	9 hours.	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	NaN	NaN	55158	AL1	A	B	NaN	NaN	A	Open (Restricted)	Lecture	LEC	08:00 AM	11:50 AM	MF	NaN	NaN	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	2023-sp.csv	VM	NaN	Pathobiology III	36	52	39	6	2.89	Vieson, Miranda	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	608	NaN
20034	2023	SPRING	2023-sp	VM	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	9 hours.	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	NaN	NaN	55158	AL1	A	B	NaN	NaN	A	Open (Restricted)	Lecture	LEC	09:00 AM	11:50 AM	TR	NaN	NaN	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	2023-sp.csv	VM	NaN	Pathobiology III	36	52	39	6	2.89	Vieson, Miranda	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	608	NaN
20035	2023	SPRING	2023-sp	VM	608	Pathobiology III	Pathology, clinical pathology, and imaging of organ systems; epidemiology and food safety; and includes an integrative laboratory covering commonly encountered problems in infectious diseases. No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	9 hours.	No graduate credit. 9 professional hours. Prerequisite: VM 607 and good standing in the veterinary professional curriculum, or consent of instructor.	NaN	NaN	55158	AL1	A	B	NaN	NaN	A	Open (Restricted)	Lecture	LEC	01:00 PM	02:50 PM	W	NaN	NaN	Barger, A;Baumgartner, W;Colegrove-Calvey, K;Connolly, S;Delaney, M;Elston, C;Foreman, J;Hague, D;Hsiao, S;Johnson-Walker, Y;Landolfi, J;Roady, P;Rosser, M;Samuelson, J;Sander, W;Schnelle, A;Smith, B;Terio, K;Varga, C;Vieson, M	2023-sp.csv	VM	NaN	Pathobiology III	36	52	39	6	2.89	Vieson, Miranda	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	608	NaN
20036	2023	SPRING	2023-sp	VM	655	Small Animal Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	7 hours.	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72913	AL1	A	A	NaN	NaN	A	Open	Laboratory	LAB	08:00 AM	11:50 AM	T	NaN	NaN	Cappa, T;Elston, C;Foreman, J;Foss, K;Hague, D	2023-sp.csv	VM	NaN	SA Medicine and Surgery III	33	68	22	6	2.99	Ridgway, Marcella D	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	655	NaN
20037	2023	SPRING	2023-sp	VM	655	Small Animal Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	7 hours.	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72913	AL1	A	A	NaN	NaN	A	Open	Lecture	LEC	08:00 AM	10:50 AM	F	NaN	NaN	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	2023-sp.csv	VM	NaN	SA Medicine and Surgery III	33	68	22	6	2.99	Ridgway, Marcella D	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	655	NaN
20038	2023	SPRING	2023-sp	VM	655	Small Animal Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	7 hours.	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72913	AL1	A	A	NaN	NaN	A	Open	Lecture	LEC	09:00 AM	10:50 AM	MW	NaN	NaN	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	2023-sp.csv	VM	NaN	SA Medicine and Surgery III	33	68	22	6	2.99	Ridgway, Marcella D	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	655	NaN
20039	2023	SPRING	2023-sp	VM	655	Small Animal Medicine and Surgery III	Teaches the practice of Small Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 656. No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	7 hours.	No graduate credit. 7 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72913	AL1	A	A	NaN	NaN	A	Open	Lecture	LEC	01:00 PM	01:50 PM	MTWRF	NaN	NaN	Aldridge, R;Fan, T;Fick, M;Foreman, J;Foss, K;Gal, A;Garrett, L;Gleason, H;Hague, D;Haraschak, J;Keller, K;Labelle, A;Lundberg, A;McCoy, A;Moran, C;Ridgway, M;Sander, S;Selting, K;Welle, K;Wismer, T	2023-sp.csv	VM	NaN	SA Medicine and Surgery III	33	68	22	6	2.99	Ridgway, Marcella D	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	655	NaN
20040	2023	SPRING	2023-sp	VM	656	Large Animal Medicine and Surgery III	Teaches the practice of Large Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 655. No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	3.5 hours.	No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72914	AL1	A	A	NaN	NaN	A	Open	Packaged Section	PKG	11:00 AM	11:50 AM	MWF	NaN	NaN	Aldridge, R;Austin, S;Foreman, J;French, D;Garrett, E;Gutierrez Nibeyro, S;Lowe, J;McCoy, A;Stewart, M;Wilkins, P	2023-sp.csv	VM	NaN	LA Medicine and Surgery III	30	53	43	3	2.85	Garrett, Edgar F	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	656	NaN
20041	2023	SPRING	2023-sp	VM	656	Large Animal Medicine and Surgery III	Teaches the practice of Large Animal Medicine and Surgery in neurology, clinical toxicology, imaging, musculoskeletal disease, oncology, hematology, immune-related diseases, ophthalmology, and animal behavior. Surgery laboratories occur throughout this course and the companion course VM 655. No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	3.5 hours.	No graduate credit. 3.5 professional hours. Prerequisite: VM 653 and VM 654 and good standing in the veterinary professional curriculum, or consent of instructor. Restricted to third year veterinary students only.	NaN	NaN	72914	AL1	A	A	NaN	NaN	A	Open	Packaged Section	PKG	02:00 PM	02:50 PM	MTWRF	NaN	NaN	Aldridge, R;Austin, S;Foreman, J;French, D;Garrett, E;Gutierrez Nibeyro, S;Lowe, J;McCoy, A;Stewart, M;Wilkins, P	2023-sp.csv	VM	NaN	LA Medicine and Surgery III	30	53	43	3	2.85	Garrett, Edgar F	NaN	NaN	AL1	LEC	NaN	NaN	NaN	NaN	656	NaN

Duplicate rows

Most frequently occurring

	Year	Term	YearTerm	Subject_x	Number	Name	Description	Credit Hours	Section Info	Degree Attributes	Schedule Information	CRN	Section_x	Status Code	Part of Term	Section Title	Section Credit Hours	Section Status	Enrollment Status	Type	Type Code	Start Time	End Time	Days of Week	Room	Building	Instructors	source_file	Subject_y	Course Title	A+	A	A-	B+	B	B-	C	D+	D	F	Average Grade	Primary Instructor	Course Section	Sched Type	Course	Section_y	# duplicates
9	2021	FALL	2021-fa	SOCW	410	Social Welfare Pol and Svcs	Examination of social welfare within a historical context, addressing the economic, political, social and ideological influences that have shaped the social welfare system and programs. Critical study of the income maintenance system in the United States as a response to the problems of inequality of opportunity and income, poverty, and income security; consideration of alternative approaches with discussion of the social worker's role in the system. 3 undergraduate hours. 4 graduate hours.	3 OR 4 hours.	3 undergraduate hours. 4 graduate hours.	NaN	NaN	58288	B	A	1	NaN	4 hours	A	UNKNOWN	Lecture-Discussion	LCD	08:00 AM	10:50 AM	R	2027	1010 W Nevada	Wegmann, K	2021-fa.csv	SOCW	Social Welfare Pol and Svcs	7	10	6	1	0	1	0	0	0	0	3.84	Wegmann, Kate M	B	ONL	410	NaN	8
10	2021	FALL	2021-fa	SOCW	416	Child Welfare Issues & Trends	This course examines theoretical and programmatic aspects for child welfare practice. Emphasis is placed on the roles and functions of child welfare workers, including engagement, assessment, intervention and permanency planning. 4 undergraduate hours. 4 graduate hours. Prerequisite: SOCW major. For majors only.	4 hours.	4 undergraduate hours. 4 graduate hours. Prerequisite: SOCW major. For majors only.	NaN	NaN	63134	A	A	1	NaN	4 hours	A	UNKNOWN	Lecture-Discussion	LCD	01:00 PM	03:50 PM	R	2018	1010 W Nevada	Lindsey, B	2021-fa.csv	SOCW	Child Welfare Issues & Trends	1	21	2	1	0	0	2	0	1	1	3.57	Lindsey, Brenda C	A	ONL	416	NaN	8
3	2020	SPRING	2020-sp	SOCW	500	SW Practice with Indiv and Fam	Systematically and critically examines the theory, procedures, and techniques of selected practice models within four main approaches to social work: cognitive-behavioral, systemic (family and ecological systems; crisis intervention), task-centered, and radical-structural (structural; feminist). Uses selected criteria to analyze and assess those models, examines outcome research, and identifies current practice issues. Prerequisite: SOCW 400.	4 hours.	Prerequisite: SOCW 400.	NaN	NaN	32838	A	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	09:00 AM	12:55 PM	S	NaN	NaN	Harden, K	2020-sp.csv	SOCW	SW Practice with Indiv and Fam	0	16	3	3	1	0	1	1	0	0	3.65	Harden, Kimberly L	NaN	LCD	500	NaN	4
4	2020	SPRING	2020-sp	SOCW	507	School Social Work Practice	Examination of the design and delivery of school social work interventions with special emphasis given to students with physical/mental disabilities and vulnerable populations. Course content provides a foundation for the development of a comprehensive and in-depth understanding of an ecological systems approach to social work practice based upon a foundation of professional values and ethics. Prerequisite: SOCW 400.	4 hours.	Prerequisite: SOCW 400.	NaN	NaN	32844	18A	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	09:00 AM	12:00 PM	S	2018	1010 W Nevada	Lindsey, B	2020-sp.csv	SOCW	School Social Work Practice	0	15	3	1	1	0	0	0	1	0	3.73	Lindsey, Brenda C	NaN	ONL	507	NaN	4
5	2020	SPRING	2020-sp	SOCW	509	Adv Clin Assess & Interviewing	Advanced practice class designed to enhance students' understanding of clinical assessment and interviewing methods. Includes methods for therapeutically intervening with clients who are highly distressed, angry or agitated, resistant or involuntarily mandated for treatment, experiencing severe symptoms, or who have unique and complex problems. Clinical interviewing skills taught in this class will build upon knowledge and skills acquired in previous direct practice classes. Prerequisite: SOCW 400 and SOCW 552.	4 hours.	Prerequisite: SOCW 400 and SOCW 552.	NaN	NaN	53203	19D	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	09:00 AM	12:30 PM	S	ARR	Illini Center	Cintron, V	2020-sp.csv	SOCW	Adv Clin Assess & Interviewing	14	6	1	0	1	0	0	0	0	0	3.94	Cintron, Valerie	NaN	ONL	509	NaN	4
6	2020	SPRING	2020-sp	SOCW	509	Adv Clin Assess & Interviewing	Advanced practice class designed to enhance students' understanding of clinical assessment and interviewing methods. Includes methods for therapeutically intervening with clients who are highly distressed, angry or agitated, resistant or involuntarily mandated for treatment, experiencing severe symptoms, or who have unique and complex problems. Clinical interviewing skills taught in this class will build upon knowledge and skills acquired in previous direct practice classes. Prerequisite: SOCW 400 and SOCW 552.	4 hours.	Prerequisite: SOCW 400 and SOCW 552.	NaN	NaN	59404	19A	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	08:30 AM	12:00 PM	S	2023	1010 W Nevada	Cintron, V	2020-sp.csv	SOCW	Adv Clin Assess & Interviewing	14	5	1	1	0	0	0	0	1	0	3.82	Cintron, Valerie	NaN	ONL	509	NaN	4
7	2020	SPRING	2020-sp	SOCW	509	Adv Clin Assess & Interviewing	Advanced practice class designed to enhance students' understanding of clinical assessment and interviewing methods. Includes methods for therapeutically intervening with clients who are highly distressed, angry or agitated, resistant or involuntarily mandated for treatment, experiencing severe symptoms, or who have unique and complex problems. Clinical interviewing skills taught in this class will build upon knowledge and skills acquired in previous direct practice classes. Prerequisite: SOCW 400 and SOCW 552.	4 hours.	Prerequisite: SOCW 400 and SOCW 552.	NaN	NaN	65453	19B	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	01:00 PM	04:30 PM	S	2018	1010 W Nevada	Aviram, A	2020-sp.csv	SOCW	Adv Clin Assess & Interviewing	1	16	3	1	0	0	0	0	0	0	3.92	Aviram, Amy S	NaN	ONL	509	NaN	4
8	2020	SPRING	2020-sp	SOCW	519	Public School Policy/Services	Presents content on children with physical and mental disabilities, educational policies related to vulnerable populations, and federal and state legislation, with particular emphasis given to the Individuals with Disabilities Act (IDEA). The following topics are highlighted: eligibility requirements, general characteristics of the disabling conditions, education as a continuum from early childhood to adulthood, school finance, and current educational issues. Content is presented pertaining to meeting the needs of exceptional children, students with other special needs, and their families in public schools and the community. Prerequisite: SOCW 410.	4 hours.	Prerequisite: SOCW 410.	NaN	NaN	32834	18A	A	1	NaN	NaN	A	UNKNOWN	Lecture-Discussion	LCD	01:00 PM	03:00 PM	S	2018	1010 W Nevada	Wilson Smith, C	2020-sp.csv	SOCW	Public School Policy/Services	0	18	0	2	1	0	0	0	0	0	3.89	Wilson Smith, Carol J	NaN	ONL	519	NaN	4
11	2021	FALL	2021-fa	SOCW	503	Trauma Informed Social Work with Children and Adolescents	This course uses a case study and inquiry based approach to foster student learning of the core concepts of trauma (theory and foundational knowledge) and evidence-based practice interventions effective in treating children, youth, and families that experience trauma. Cases discussed include children, youth, and families exposed to traumatic events (i.e. abuse, neglect, domestic violence, community violence and natural disasters). Strength-based practice interventions that build on existing child and family strengths that enhance growth and resiliency after trauma are studied. Prerequisite: SOCW 400.	4 hours.	Prerequisite: SOCW 400.	NaN	Restricted to students enrolled in the MSW program.	62085	A	A	1	NaN	NaN	A	UNKNOWN	Online	ONL	09:00 AM	04:00 PM	S	NaN	NaN	Leytham Powell, T	2021-fa.csv	SOCW	Trauma Informed SW w/ Children	0	23	0	0	0	0	1	0	0	0	3.92	Leytham Powell, Tara	A	ONL	503	NaN	4
12	2021	SPRING	2021-sp	SOCW	500	SW Practice with Indiv and Fam	Systematically and critically examines the theory, procedures, and techniques of selected practice models within four main approaches to social work: cognitive-behavioral, systemic (family and ecological systems; crisis intervention), task-centered, and radical-structural (structural; feminist). Uses selected criteria to analyze and assess those models, examines outcome research, and identifies current practice issues. Prerequisite: SOCW 400.	4 hours.	Prerequisite: SOCW 400.	NaN	NaN	32838	A	A	1	NaN	NaN	A	Open (Restricted)	Online Lecture	OLC	09:00 AM	12:00 PM	S	NaN	NaN	Harden, K	2021-sp.csv	SOCW	SW Practice with Indiv and Fam	0	15	1	3	2	0	0	0	0	0	3.79	Harden, Kimberly L	NaN	OLC	500	A	4

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